首頁 > 市場調查報告書 > 通訊

人工智能

全球 ModelOps 市場：市場規模、市場佔有率、趨勢分析（按提供的內容、按模型、按部署方法、按行業、按應用）、區域展望和未來預測（2024-2031 年）

市場調查報告書

商品編碼

1649288

全球 ModelOps 市場：市場規模、市場佔有率、趨勢分析（按提供的內容、按模型、按部署方法、按行業、按應用）、區域展望和未來預測（2024-2031 年）

Global ModelOps Market Size, Share & Trends Analysis Report By Offering (Platforms, and Services), By Model, By Deployment (Cloud, and On-Premise), By Vertical, By Application, By Regional Outlook and Forecast, 2024 - 2031

出版日期: 2025年01月31日 | 出版商:

KBV Research | 英文 377 Pages | 訂單完成後即時交付

價格

簡介目錄圖表

預計到 2031 年全球 ModelOps 市場規模將達到 580.7 億美元，預測期內的複合年成長率為 40.2%。

此外，在當今快速變化的商業環境中，營運效率已成為企業尋求保持敏捷和競爭力的首要任務。實現這種效率的主要挑戰在於管理在生產環境中部署和維護人工智慧和機器學習模型的複雜性。因此，這些發展將有助於擴大市場。

然而，由於缺乏優秀的資料科學家和機器學習工程師，組織往往缺乏開發強大的機器學習模型所需的專業知識。由於現有團隊負擔過重或缺乏某些計劃所需的特定技能，這種限制導致了更長的開發週期。此外，如果沒有足夠的 ModelOps 專業知識，將這些模型部署到生產中將會很困難。因此，嚴重的人才短缺可能會阻礙市場擴張。

透過提供展望

根據產品類型，市場分為平台和服務。 2023 年，服務部門在市場中的收益佔有率為 34%。隨著人工智慧模型變得越來越複雜，需要專門的服務來有效地管理和最佳化這些模型。組織專注於做出資料主導的決策，這需要根據其特定的業務需求客製化解決方案。

特定模型的展望

根據模型，市場細分為機器學習模型、基於圖形的模型、規則/啟發式模型、語言模型、基於代理人的模型等。 2023 年，基於圖形的模型部分在市場上的收益佔有率為 16%。在社群媒體、通訊和網路安全領域，基於圖的模型用於發現模式、識別異常和理解複雜的網路結構。對於處理複雜資料關係的高階分析需求日益成長，推動了對這些客製化解決方案的需求，以便有效地管理和操作基於圖形的模型。

依部署方法進行展望

根據部署，市場分為雲端和本地。 2023 年，本地部署部分在市場上的收益佔有率為 38%。處理敏感資訊的行業（例如金融、醫療保健和政府）通常更喜歡內部部署 ModelOps 解決方案，以確保遵守嚴格的監管要求並降低資料外洩的風險。

產業展望

根據行業垂直，市場細分為BFSI、零售和電子商務、醫療保健和生命科學、製造業、IT和通訊、能源和公共事業、運輸和物流等。 2023 年，醫療保健和生命科學部門的市場收益佔有率將達到 15%。該行業擴大採用 ModelOps 來推動個人化醫療、提高診斷準確性並簡化行政流程。 AI模型的整合使得分析複雜的醫療資料、改善患者治療結果和最佳化治療計劃變得更加容易。

按應用展望

根據應用，市場細分為持續整合/持續配置、大量評分、管治、風險與合規、平行化和分散式運算、監控和警報、儀表板和報告、模型生命週期管理等。 2023 年，批量評分部分在市場上的收益佔有率為 15%。大量評分處理大量資料以按照預定的時間間隔產生預測或見解。金融和零售等行業使用批量評分來分析歷史資料，以進行風險評估、客戶細分和庫存管理。

區域展望

根據地區，市場分析涵蓋北美、歐洲、亞太地區和LAMEA。 2023 年，歐洲市場的收益佔有率為 31%。歐洲市場深受該地區對資料隱私和法規遵循的堅定承諾的影響，通用資料保護規範 (GDPR) 等框架就證明了這一點。製造業、醫療保健和金融等各行各業的公司都在投資這些解決方案，以確保他們的人工智慧模型符合這些嚴格的準則。

全球 BFSI 市場（按區域）
全球零售與電子商務市場（按地區）
全球醫療與生命科學市場（按區域）
全球製造業市場按地區分類
全球 IT 和通訊市場（按區域）
全球運輸和物流市場（按區域）
全球能源、公共事業和其他市場（按地區）

第9章全球ModelOps 市場依應用分類

全球持續整合和配置市場（按地區）
全球模型生命週期管理市場（按區域）
全球批次評分市場（按區域）
全球管治、風險與合規市場（按地區）
全球監控和警報市場（按區域）
全球平行和分散式計算市場（按地區）
全球儀表板報告市場（按區域）
全球其他應用市場（按區域）

第 10 章。

北美洲
- 北美 ModelOps 市場（按國家/地區）
  - 美國
  - 加拿大
  - 墨西哥
  - 北美其他地區
歐洲
- 歐洲 ModelOps 市場（按國家/地區）
  - 德國
  - 英國
  - 法國
  - 俄羅斯
  - 西班牙
  - 義大利
  - 其他歐洲國家
亞太地區
- 亞太地區 ModelOps 市場（依國家/地區）
  - 中國
  - 日本
  - 印度
  - 韓國
  - 澳洲
  - 馬來西亞
  - 其他亞太地區
拉丁美洲、中東和非洲
- 拉丁美洲、中東和非洲 ModelOps 市場（按國家/地區）
  - 巴西
  - 阿根廷
  - 阿拉伯聯合大公國
  - 沙烏地阿拉伯
  - 南非
  - 奈及利亞
  - 其他拉丁美洲、中東和非洲

第11章公司簡介

H2Oai, Inc.
Amazon Web Services, Inc (Amazon.com, Inc.)
Google LLC (Alphabet Inc)
Hewlett Packard Enterprise Company
IBM Corporation
Cloudera, Inc
Microsoft Corporation
SAS Institute, Inc
DataRobot, Inc
Domino Data Lab, Inc

第 12 章 ModelOps 市場成功標準

簡介目錄圖表

The Global ModelOps Market size is expected to reach $58.07 billion by 2031, rising at a market growth of 40.2% CAGR during the forecast period.

The North America segment garnered 36% revenue share in the market in 2023. This prominence is attributed to the region's advanced technological infrastructure, substantial investments in artificial intelligence (AI) and machine learning (ML), and the presence of numerous leading technology firms. Industries such as finance, healthcare, and retail in North America are increasingly adopting these solutions to streamline AI model deployment and management, ensuring compliance with stringent regulatory standards and enhancing operational efficiency.

Companies leverage AI and ML to optimize operations, streamline workflows, and uncover insights that drive smarter decision-making. For example, in the financial sector, artificial intelligence models are employed for the purposes of fraud detection and risk assessment. Conversely, in the retail industry, these models facilitate personalized recommendations and optimize inventory management. Hence, this combination of technological capability and operational efficiency is driving the rapid adoption of ModelOps.

Additionally, Operational efficiency has become a top priority for organizations striving to remain agile and competitive in today's fast-paced business environment. A significant challenge in attaining this efficacy resides in the management of the complexities associated with the deployment and maintenance of artificial intelligence and machine learning models within production environments. Thus, these developments aid in the expansion of the market.

However, The dearth of qualified data scientists and machine learning engineers means that organizations often lack the necessary expertise to develop robust machine learning models. This limitation leads to longer development cycles, as existing teams may be overburdened or lack specific skills required for certain projects. Moreover, without adequate ModelOps experts, deploying these models into production environments becomes challenging. Hence, this substantial lack of talent may hamper the expansion of the market.

Offering Outlook

Based on offering, the market is bifurcated into platforms and services. The services segment procured 34% revenue share in the market in 2023. The increasing complexity of AI models necessitates specialized services to manage and optimize these models effectively. Organizations focus on data-driven decision-making, which requires customized solutions tailored to specific business needs.

Model Outlook

By model, the market is divided into ML models, graph-based models, rule & heuristic models, linguistic models, agent-based models, and others. The graph-based models segment garnered 16% revenue share in the market in 2023. Social media, telecommunications, and cybersecurity use graph-based models to detect patterns, identify anomalies, and understand intricate network structures. The rising need for advanced analytics to navigate complex data relationships drives the demand for these solutions tailored to efficiently manage and operationalize graph-based models.

Deployment Outlook

On the basis of deployment, the market is classified into cloud and on-premise. The on-premise segment recorded 38% revenue share in the market in 2023. Industries such as finance, healthcare, and government, which handle sensitive and confidential information, often prefer on-premises ModelOps solutions to ensure adherence to stringent regulatory requirements and mitigate data breach risks.

Vertical Outlook

On the basis of vertical, the market is classified into BFSI, retail & e-commerce, healthcare & life sciences, manufacturing, IT & telecommunications, energy & utilities, transportation & logistics, and others. The healthcare & life sciences segment witnessed 15% revenue share in the market in 2023. The sector is increasingly adopting ModelOps to advance personalized medicine, improve diagnostic accuracy, and streamline administrative processes. The integration of AI models facilitates the analysis of complex medical data, leading to better patient outcomes and optimized treatment plans.

Application Outlook

Based on application, the market is segmented into continuous integration/continuous deployment, batch scoring, governance, risk & compliance, parallelization & distributed computing, monitoring & alerting, dashboard & reporting, model lifecycle management, and others. The batch scoring segment recorded 15% revenue share in the market in 2023. Batch scoring involves processing large volumes of data to generate predictions or insights at scheduled intervals. Industries such as finance and retail utilize batch scoring to analyze historical data for risk assessment, customer segmentation, and inventory management.

Regional Outlook

Region-wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The Europe segment procured 31% revenue share in the market in 2023. This market in Europe is significantly influenced by the region's robust commitment to data privacy and regulatory compliance, as evidenced by frameworks such as the General Data Protection Regulation (GDPR). Businesses in a variety of industries, such as manufacturing, healthcare, and finance, are investing in these solutions to ensure that their AI models adhere to these strict guidelines.

Recent Strategies Deployed in the Market

Jan-2025: IBM and e& have formed a strategic partnership to launch an end-to-end AI governance platform. This solution utilizes IBM's watsonx.governance platform, aiming to strengthen e&'s AI governance framework through automated risk management, compliance monitoring, and real-time performance analysis. IBM Consulting will assist e& in implementing the framework, accelerating its development with persona mapping, market research, and architecture patterns.
Oct-2024: AWS and Box, a leading cloud-based Intelligent Content Management (ICM) platform, have expanded their strategic partnership to bring advanced generative AI models to enterprise content. Box now integrates Amazon Bedrock, offering foundation models like Anthropic's Claude and Amazon Titan for custom AI applications. Customers can leverage their data in Box's Intelligent Content Cloud for secure, scalable AI use cases, unlocking insights, content generation, and workflow automation across industries. The integration with Amazon Q Business further empowers businesses to apply generative AI while maintaining security and privacy.
Jul-2024: DataRobot, Inc. partnered with Teradata, a leading provider of data and analytics solutions, to integrate its AI Platform with Teradata VantageCloud and ClearScape Analytics. This integration enables enterprises to scale DataRobot's AI models within VantageCloud, offering enhanced flexibility, accountability, and security in deploying models. By leveraging ClearScape Analytics' BYOM capability, users can now operationalize AI models at scale while optimizing costs, empowering businesses to accelerate their AI journey and unlock the full potential of their data.
Dec-2023: Google LLC launched its Gemini AI model, introducing multimodal capabilities to enhance its services across text, images, and audio. Gemini outperforms GPT-4 in most benchmarks, especially in coding, and will power products like Google Bard. Available via Google Cloud's Vertex AI for enterprise customers, Gemini promises improved efficiency, security, and scalability, marking a significant leap in Google's AI efforts.
Jul-2023: Microsoft and Meta expanded their partnership by supporting the Llama 2 family of large language models (LLMs) on Azure and Windows. This collaboration enables developers to fine-tune and deploy Llama 2 models at scale on Azure, benefiting from powerful tools for training, fine-tuning, and inference. Windows developers also gain the ability to optimize Llama 2 locally using the DirectML execution provider. The collaboration underscores Microsoft's commitment to offering a robust AI ecosystem and ensuring safety and performance in generative AI development.

List of Key Companies Profiled

Google LLC (Alphabet Inc.)
Hewlett Packard Enterprise Company
IBM Corporation
Microsoft Corporation
Amazon Web Services, Inc. (Amazon.com, Inc.)
H2O.ai, Inc.
Cloudera, Inc.
SAS Institute Inc.
DataRobot, Inc.
Domino Data Lab, Inc.

Global ModelOps Market Report Segmentation

By Offering

Platforms
Services

By Model

ML Models
Graph-Based Models
Rule & Heuristic Models
Linguistic Models
Agent-Based Models & Others

By Deployment

Cloud
On-Premise

By Vertical

BFSI
Retail & E-Commerce
Healthcare & Life Sciences
Manufacturing
IT & Telecommunications
Transportation & Logistics
Energy, Utilities & Others

By Application

Continuous Integration/ Continuous Deployment
Model Lifecycle Management
Batch Scoring
Governance, Risk & Compliance
Monitoring & Alerting
Parallelization & Distributed Computing
Dashboard & Reporting
Other Application

By Geography

North America
- US
- Canada
- Mexico
- Rest of North America
Europe
- Germany
- UK
- France
- Russia
- Spain
- Italy
- Rest of Europe
Asia Pacific
- China
- Japan
- India
- South Korea
- Australia
- Malaysia
- Rest of Asia Pacific
LAMEA
- Brazil
- Argentina
- UAE
- Saudi Arabia
- South Africa
- Nigeria
- Rest of LAMEA

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Global ModelOps Market, by Offering
- 1.4.2 Global ModelOps Market, by Model
- 1.4.3 Global ModelOps Market, by Deployment
- 1.4.4 Global ModelOps Market, by Vertical
- 1.4.5 Global ModelOps Market, by Application
- 1.4.6 Global ModelOps Market, by Geography
1.5 Methodology for the research

Chapter 2. Market at a Glance

2.1 Key Highlights

Chapter 3. Market Overview

3.1 Introduction
- 3.1.1 Overview
  - 3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
- 3.2.1 Market Drivers
- 3.2.2 Market Restraints
- 3.2.3 Market Opportunities
- 3.2.4 Market Challenges

Chapter 4. Competition Analysis - Global

4.1 Market Share Analysis, 2023
4.2 Strategies Deployed in ModelOps Market
4.3 Porter Five Forces Analysis

Chapter 5. Global ModelOps Market by Offering

5.1 Global Platforms Market by Region
5.2 Global Services Market by Region

Chapter 6. Global ModelOps Market by Model

6.1 Global ML Models Market by Region
6.2 Global Graph-Based Models Market by Region
6.3 Global Rule & Heuristic Models Market by Region
6.4 Global Linguistic Models Market by Region
6.5 Global Agent-Based Models & Others Market by Region

Chapter 7. Global ModelOps Market by Deployment

7.1 Global Cloud Market by Region
7.2 Global On-Premise Market by Region

Chapter 8. Global ModelOps Market by Vertical

8.1 Global BFSI Market by Region
8.2 Global Retail & E-Commerce Market by Region
8.3 Global Healthcare & Life Sciences Market by Region
8.4 Global Manufacturing Market by Region
8.5 Global IT & Telecommunications Market by Region
8.6 Global Transportation & Logistics Market by Region
8.7 Global Energy, Utilities & Others Market by Region

Chapter 9. Global ModelOps Market by Application

9.1 Global Continuous Integration/ Continuous Deployment Market by Region
9.2 Global Model Lifecycle Management Market by Region
9.3 Global Batch Scoring Market by Region
9.4 Global Governance, Risk & Compliance Market by Region
9.5 Global Monitoring & Alerting Market by Region
9.6 Global Parallelization & Distributed Computing Market by Region
9.7 Global Dashboard & Reporting Market by Region
9.8 Global Other Application Market by Region

Chapter 10. Global ModelOps Market by Region

10.1 North America ModelOps Market
- 10.1.1 North America ModelOps Market by Offering
  - 10.1.1.1 North America Platforms Market by Region
  - 10.1.1.2 North America Services Market by Region
- 10.1.2 North America ModelOps Market by Model
  - 10.1.2.1 North America ML Models Market by Country
  - 10.1.2.2 North America Graph-Based Models Market by Country
  - 10.1.2.3 North America Rule & Heuristic Models Market by Country
  - 10.1.2.4 North America Linguistic Models Market by Country
  - 10.1.2.5 North America Agent-Based Models & Others Market by Country
- 10.1.3 North America ModelOps Market by Deployment
  - 10.1.3.1 North America Cloud Market by Country
  - 10.1.3.2 North America On-Premise Market by Country
- 10.1.4 North America ModelOps Market by Vertical
  - 10.1.4.1 North America BFSI Market by Country
  - 10.1.4.2 North America Retail & E-Commerce Market by Country
  - 10.1.4.3 North America Healthcare & Life Sciences Market by Country
  - 10.1.4.4 North America Manufacturing Market by Country
  - 10.1.4.5 North America IT & Telecommunications Market by Country
  - 10.1.4.6 North America Transportation & Logistics Market by Country
  - 10.1.4.7 North America Energy, Utilities & Others Market by Country
- 10.1.5 North America ModelOps Market by Application
  - 10.1.5.1 North America Continuous Integration/ Continuous Deployment Market by Country
  - 10.1.5.2 North America Model Lifecycle Management Market by Country
  - 10.1.5.3 North America Batch Scoring Market by Country
  - 10.1.5.4 North America Governance, Risk & Compliance Market by Country
  - 10.1.5.5 North America Monitoring & Alerting Market by Country
  - 10.1.5.6 North America Parallelization & Distributed Computing Market by Country
  - 10.1.5.7 North America Dashboard & Reporting Market by Country
  - 10.1.5.8 North America Other Application Market by Country
- 10.1.6 North America ModelOps Market by Country
  - 10.1.6.1 US ModelOps Market
    - 10.1.6.1.1 US ModelOps Market by Offering
    - 10.1.6.1.2 US ModelOps Market by Model
    - 10.1.6.1.3 US ModelOps Market by Deployment
    - 10.1.6.1.4 US ModelOps Market by Vertical
    - 10.1.6.1.5 US ModelOps Market by Application
  - 10.1.6.2 Canada ModelOps Market
    - 10.1.6.2.1 Canada ModelOps Market by Offering
    - 10.1.6.2.2 Canada ModelOps Market by Model
    - 10.1.6.2.3 Canada ModelOps Market by Deployment
    - 10.1.6.2.4 Canada ModelOps Market by Vertical
    - 10.1.6.2.5 Canada ModelOps Market by Application
  - 10.1.6.3 Mexico ModelOps Market
    - 10.1.6.3.1 Mexico ModelOps Market by Offering
    - 10.1.6.3.2 Mexico ModelOps Market by Model
    - 10.1.6.3.3 Mexico ModelOps Market by Deployment
    - 10.1.6.3.4 Mexico ModelOps Market by Vertical
    - 10.1.6.3.5 Mexico ModelOps Market by Application
  - 10.1.6.4 Rest of North America ModelOps Market
    - 10.1.6.4.1 Rest of North America ModelOps Market by Offering
    - 10.1.6.4.2 Rest of North America ModelOps Market by Model
    - 10.1.6.4.3 Rest of North America ModelOps Market by Deployment
    - 10.1.6.4.4 Rest of North America ModelOps Market by Vertical
    - 10.1.6.4.5 Rest of North America ModelOps Market by Application
10.2 Europe ModelOps Market
- 10.2.1 Europe ModelOps Market by Offering
  - 10.2.1.1 Europe Platforms Market by Country
  - 10.2.1.2 Europe Services Market by Country
- 10.2.2 Europe ModelOps Market by Model
  - 10.2.2.1 Europe ML Models Market by Country
  - 10.2.2.2 Europe Graph-Based Models Market by Country
  - 10.2.2.3 Europe Rule & Heuristic Models Market by Country
  - 10.2.2.4 Europe Linguistic Models Market by Country
  - 10.2.2.5 Europe Agent-Based Models & Others Market by Country
- 10.2.3 Europe ModelOps Market by Deployment
  - 10.2.3.1 Europe Cloud Market by Country
  - 10.2.3.2 Europe On-Premise Market by Country
- 10.2.4 Europe ModelOps Market by Vertical
  - 10.2.4.1 Europe BFSI Market by Country
  - 10.2.4.2 Europe Retail & E-Commerce Market by Country
  - 10.2.4.3 Europe Healthcare & Life Sciences Market by Country
  - 10.2.4.4 Europe Manufacturing Market by Country
  - 10.2.4.5 Europe IT & Telecommunications Market by Country
  - 10.2.4.6 Europe Transportation & Logistics Market by Country
  - 10.2.4.7 Europe Energy, Utilities & Others Market by Country
- 10.2.5 Europe ModelOps Market by Application
  - 10.2.5.1 Europe Continuous Integration/ Continuous Deployment Market by Country
  - 10.2.5.2 Europe Model Lifecycle Management Market by Country
  - 10.2.5.3 Europe Batch Scoring Market by Country
  - 10.2.5.4 Europe Governance, Risk & Compliance Market by Country
  - 10.2.5.5 Europe Monitoring & Alerting Market by Country
  - 10.2.5.6 Europe Parallelization & Distributed Computing Market by Country
  - 10.2.5.7 Europe Dashboard & Reporting Market by Country
  - 10.2.5.8 Europe Other Application Market by Country
- 10.2.6 Europe ModelOps Market by Country
  - 10.2.6.1 Germany ModelOps Market
    - 10.2.6.1.1 Germany ModelOps Market by Offering
    - 10.2.6.1.2 Germany ModelOps Market by Model
    - 10.2.6.1.3 Germany ModelOps Market by Deployment
    - 10.2.6.1.4 Germany ModelOps Market by Vertical
    - 10.2.6.1.5 Germany ModelOps Market by Application
  - 10.2.6.2 UK ModelOps Market
    - 10.2.6.2.1 UK ModelOps Market by Offering
    - 10.2.6.2.2 UK ModelOps Market by Model
    - 10.2.6.2.3 UK ModelOps Market by Deployment
    - 10.2.6.2.4 UK ModelOps Market by Vertical
    - 10.2.6.2.5 UK ModelOps Market by Application
  - 10.2.6.3 France ModelOps Market
    - 10.2.6.3.1 France ModelOps Market by Offering
    - 10.2.6.3.2 France ModelOps Market by Model
    - 10.2.6.3.3 France ModelOps Market by Deployment
    - 10.2.6.3.4 France ModelOps Market by Vertical
    - 10.2.6.3.5 France ModelOps Market by Application
  - 10.2.6.4 Russia ModelOps Market
    - 10.2.6.4.1 Russia ModelOps Market by Offering
    - 10.2.6.4.2 Russia ModelOps Market by Model
    - 10.2.6.4.3 Russia ModelOps Market by Deployment
    - 10.2.6.4.4 Russia ModelOps Market by Vertical
    - 10.2.6.4.5 Russia ModelOps Market by Application
  - 10.2.6.5 Spain ModelOps Market
    - 10.2.6.5.1 Spain ModelOps Market by Offering
    - 10.2.6.5.2 Spain ModelOps Market by Model
    - 10.2.6.5.3 Spain ModelOps Market by Deployment
    - 10.2.6.5.4 Spain ModelOps Market by Vertical
    - 10.2.6.5.5 Spain ModelOps Market by Application
  - 10.2.6.6 Italy ModelOps Market
    - 10.2.6.6.1 Italy ModelOps Market by Offering
    - 10.2.6.6.2 Italy ModelOps Market by Model
    - 10.2.6.6.3 Italy ModelOps Market by Deployment
    - 10.2.6.6.4 Italy ModelOps Market by Vertical
    - 10.2.6.6.5 Italy ModelOps Market by Application
  - 10.2.6.7 Rest of Europe ModelOps Market
    - 10.2.6.7.1 Rest of Europe ModelOps Market by Offering
    - 10.2.6.7.2 Rest of Europe ModelOps Market by Model
    - 10.2.6.7.3 Rest of Europe ModelOps Market by Deployment
    - 10.2.6.7.4 Rest of Europe ModelOps Market by Vertical
    - 10.2.6.7.5 Rest of Europe ModelOps Market by Application
10.3 Asia Pacific ModelOps Market
- 10.3.1 Asia Pacific ModelOps Market by Offering
  - 10.3.1.1 Asia Pacific Platforms Market by Country
  - 10.3.1.2 Asia Pacific Services Market by Country
- 10.3.2 Asia Pacific ModelOps Market by Model
  - 10.3.2.1 Asia Pacific ML Models Market by Country
  - 10.3.2.2 Asia Pacific Graph-Based Models Market by Country
  - 10.3.2.3 Asia Pacific Rule & Heuristic Models Market by Country
  - 10.3.2.4 Asia Pacific Linguistic Models Market by Country
  - 10.3.2.5 Asia Pacific Agent-Based Models & Others Market by Country
- 10.3.3 Asia Pacific ModelOps Market by Deployment
  - 10.3.3.1 Asia Pacific Cloud Market by Country
  - 10.3.3.2 Asia Pacific On-Premise Market by Country
- 10.3.4 Asia Pacific ModelOps Market by Vertical
  - 10.3.4.1 Asia Pacific BFSI Market by Country
  - 10.3.4.2 Asia Pacific Retail & E-Commerce Market by Country
  - 10.3.4.3 Asia Pacific Healthcare & Life Sciences Market by Country
  - 10.3.4.4 Asia Pacific Manufacturing Market by Country
  - 10.3.4.5 Asia Pacific IT & Telecommunications Market by Country
  - 10.3.4.6 Asia Pacific Transportation & Logistics Market by Country
  - 10.3.4.7 Asia Pacific Energy, Utilities & Others Market by Country
- 10.3.5 Asia Pacific ModelOps Market by Application
  - 10.3.5.1 Asia Pacific Continuous Integration/ Continuous Deployment Market by Country
  - 10.3.5.2 Asia Pacific Model Lifecycle Management Market by Country
  - 10.3.5.3 Asia Pacific Batch Scoring Market by Country
  - 10.3.5.4 Asia Pacific Governance, Risk & Compliance Market by Country
  - 10.3.5.5 Asia Pacific Monitoring & Alerting Market by Country
  - 10.3.5.6 Asia Pacific Parallelization & Distributed Computing Market by Country
  - 10.3.5.7 Asia Pacific Dashboard & Reporting Market by Country
  - 10.3.5.8 Asia Pacific Other Application Market by Country
- 10.3.6 Asia Pacific ModelOps Market by Country
  - 10.3.6.1 China ModelOps Market
    - 10.3.6.1.1 China ModelOps Market by Offering
    - 10.3.6.1.2 China ModelOps Market by Model
    - 10.3.6.1.3 China ModelOps Market by Deployment
    - 10.3.6.1.4 China ModelOps Market by Vertical
    - 10.3.6.1.5 China ModelOps Market by Application
  - 10.3.6.2 Japan ModelOps Market
    - 10.3.6.2.1 Japan ModelOps Market by Offering
    - 10.3.6.2.2 Japan ModelOps Market by Model
    - 10.3.6.2.3 Japan ModelOps Market by Deployment
    - 10.3.6.2.4 Japan ModelOps Market by Vertical
    - 10.3.6.2.5 Japan ModelOps Market by Application
  - 10.3.6.3 India ModelOps Market
    - 10.3.6.3.1 India ModelOps Market by Offering
    - 10.3.6.3.2 India ModelOps Market by Model
    - 10.3.6.3.3 India ModelOps Market by Deployment
    - 10.3.6.3.4 India ModelOps Market by Vertical
    - 10.3.6.3.5 India ModelOps Market by Application
  - 10.3.6.4 South Korea ModelOps Market
    - 10.3.6.4.1 South Korea ModelOps Market by Offering
    - 10.3.6.4.2 South Korea ModelOps Market by Model
    - 10.3.6.4.3 South Korea ModelOps Market by Deployment
    - 10.3.6.4.4 South Korea ModelOps Market by Vertical
    - 10.3.6.4.5 South Korea ModelOps Market by Application
  - 10.3.6.5 Australia ModelOps Market
    - 10.3.6.5.1 Australia ModelOps Market by Offering
    - 10.3.6.5.2 Australia ModelOps Market by Model
    - 10.3.6.5.3 Australia ModelOps Market by Deployment
    - 10.3.6.5.4 Australia ModelOps Market by Vertical
    - 10.3.6.5.5 Australia ModelOps Market by Application
  - 10.3.6.6 Malaysia ModelOps Market
    - 10.3.6.6.1 Malaysia ModelOps Market by Offering
    - 10.3.6.6.2 Malaysia ModelOps Market by Model
    - 10.3.6.6.3 Malaysia ModelOps Market by Deployment
    - 10.3.6.6.4 Malaysia ModelOps Market by Vertical
    - 10.3.6.6.5 Malaysia ModelOps Market by Application
  - 10.3.6.7 Rest of Asia Pacific ModelOps Market
    - 10.3.6.7.1 Rest of Asia Pacific ModelOps Market by Offering
    - 10.3.6.7.2 Rest of Asia Pacific ModelOps Market by Model
    - 10.3.6.7.3 Rest of Asia Pacific ModelOps Market by Deployment
    - 10.3.6.7.4 Rest of Asia Pacific ModelOps Market by Vertical
    - 10.3.6.7.5 Rest of Asia Pacific ModelOps Market by Application
10.4 LAMEA ModelOps Market
- 10.4.1 LAMEA ModelOps Market by Offering
  - 10.4.1.1 LAMEA Platforms Market by Country
  - 10.4.1.2 LAMEA Services Market by Country
- 10.4.2 LAMEA ModelOps Market by Model
  - 10.4.2.1 LAMEA ML Models Market by Country
  - 10.4.2.2 LAMEA Graph-Based Models Market by Country
  - 10.4.2.3 LAMEA Rule & Heuristic Models Market by Country
  - 10.4.2.4 LAMEA Linguistic Models Market by Country
  - 10.4.2.5 LAMEA Agent-Based Models & Others Market by Country
- 10.4.3 LAMEA ModelOps Market by Deployment
  - 10.4.3.1 LAMEA Cloud Market by Country
  - 10.4.3.2 LAMEA On-Premise Market by Country
- 10.4.4 LAMEA ModelOps Market by Vertical
  - 10.4.4.1 LAMEA BFSI Market by Country
  - 10.4.4.2 LAMEA Retail & E-Commerce Market by Country
  - 10.4.4.3 LAMEA Healthcare & Life Sciences Market by Country
  - 10.4.4.4 LAMEA Manufacturing Market by Country
  - 10.4.4.5 LAMEA IT & Telecommunications Market by Country
  - 10.4.4.6 LAMEA Transportation & Logistics Market by Country
  - 10.4.4.7 LAMEA Energy, Utilities & Others Market by Country
- 10.4.5 LAMEA ModelOps Market by Application
  - 10.4.5.1 LAMEA Continuous Integration/ Continuous Deployment Market by Country
  - 10.4.5.2 LAMEA Model Lifecycle Management Market by Country
  - 10.4.5.3 LAMEA Batch Scoring Market by Country
  - 10.4.5.4 LAMEA Governance, Risk & Compliance Market by Country
  - 10.4.5.5 LAMEA Monitoring & Alerting Market by Country
  - 10.4.5.6 LAMEA Parallelization & Distributed Computing Market by Country
  - 10.4.5.7 LAMEA Dashboard & Reporting Market by Country
  - 10.4.5.8 LAMEA Other Application Market by Country
- 10.4.6 LAMEA ModelOps Market by Country
  - 10.4.6.1 Brazil ModelOps Market
    - 10.4.6.1.1 Brazil ModelOps Market by Offering
    - 10.4.6.1.2 Brazil ModelOps Market by Model
    - 10.4.6.1.3 Brazil ModelOps Market by Deployment
    - 10.4.6.1.4 Brazil ModelOps Market by Vertical
    - 10.4.6.1.5 Brazil ModelOps Market by Application
  - 10.4.6.2 Argentina ModelOps Market
    - 10.4.6.2.1 Argentina ModelOps Market by Offering
    - 10.4.6.2.2 Argentina ModelOps Market by Model
    - 10.4.6.2.3 Argentina ModelOps Market by Deployment
    - 10.4.6.2.4 Argentina ModelOps Market by Vertical
    - 10.4.6.2.5 Argentina ModelOps Market by Application
  - 10.4.6.3 UAE ModelOps Market
    - 10.4.6.3.1 UAE ModelOps Market by Offering
    - 10.4.6.3.2 UAE ModelOps Market by Model
    - 10.4.6.3.3 UAE ModelOps Market by Deployment
    - 10.4.6.3.4 UAE ModelOps Market by Vertical
    - 10.4.6.3.5 UAE ModelOps Market by Application
  - 10.4.6.4 Saudi Arabia ModelOps Market
    - 10.4.6.4.1 Saudi Arabia ModelOps Market by Offering
    - 10.4.6.4.2 Saudi Arabia ModelOps Market by Model
    - 10.4.6.4.3 Saudi Arabia ModelOps Market by Deployment
    - 10.4.6.4.4 Saudi Arabia ModelOps Market by Vertical
    - 10.4.6.4.5 Saudi Arabia ModelOps Market by Application
  - 10.4.6.5 South Africa ModelOps Market
    - 10.4.6.5.1 South Africa ModelOps Market by Offering
    - 10.4.6.5.2 South Africa ModelOps Market by Model
    - 10.4.6.5.3 South Africa ModelOps Market by Deployment
    - 10.4.6.5.4 South Africa ModelOps Market by Vertical
    - 10.4.6.5.5 South Africa ModelOps Market by Application
  - 10.4.6.6 Nigeria ModelOps Market
    - 10.4.6.6.1 Nigeria ModelOps Market by Offering
    - 10.4.6.6.2 Nigeria ModelOps Market by Model
    - 10.4.6.6.3 Nigeria ModelOps Market by Deployment
    - 10.4.6.6.4 Nigeria ModelOps Market by Vertical
    - 10.4.6.6.5 Nigeria ModelOps Market by Application
  - 10.4.6.7 Rest of LAMEA ModelOps Market
    - 10.4.6.7.1 Rest of LAMEA ModelOps Market by Offering
    - 10.4.6.7.2 Rest of LAMEA ModelOps Market by Model
    - 10.4.6.7.3 Rest of LAMEA ModelOps Market by Deployment
    - 10.4.6.7.4 Rest of LAMEA ModelOps Market by Vertical
    - 10.4.6.7.5 Rest of LAMEA ModelOps Market by Application

Chapter 11. Company Profiles

11.1 H2O.ai, Inc.
- 11.1.1 Company Overview
11.2 Amazon Web Services, Inc. (Amazon.com, Inc.)
- 11.2.1 Company Overview
- 11.2.2 Financial Analysis
- 11.2.3 Segmental Analysis
- 11.2.4 Recent strategies and developments:
  - 11.2.4.1 Partnerships, Collaborations, and Agreements:
- 11.2.5 SWOT Analysis
11.3 Google LLC (Alphabet Inc.)
- 11.3.1 Company Overview
- 11.3.2 Financial Analysis
- 11.3.3 Segmental and Regional Analysis
- 11.3.4 Research & Development Expense
- 11.3.5 Recent strategies and developments:
  - 11.3.5.1 Product Launches and Product Expansions:
- 11.3.6 SWOT Analysis
11.4 Hewlett Packard Enterprise Company
- 11.4.1 Company Overview
- 11.4.2 Financial Analysis
- 11.4.3 Segmental and Regional Analysis
- 11.4.4 Research & Development Expense
- 11.4.5 SWOT Analysis
11.5 IBM Corporation
- 11.5.1 Company Overview
- 11.5.2 Financial Analysis
- 11.5.3 Regional & Segmental Analysis
- 11.5.4 Research & Development Expenses
- 11.5.5 Recent strategies and developments:
  - 11.5.5.1 Partnerships, Collaborations, and Agreements:
  - 11.5.5.2 Product Launches and Product Expansions:
- 11.5.6 SWOT Analysis
11.6 Cloudera, Inc.
- 11.6.1 Company Overview
- 11.6.2 SWOT Analysis
11.7 Microsoft Corporation
- 11.7.1 Company Overview
- 11.7.2 Financial Analysis
- 11.7.3 Segmental and Regional Analysis
- 11.7.4 Research & Development Expenses
- 11.7.5 Recent strategies and developments:
  - 11.7.5.1 Partnerships, Collaborations, and Agreements:
- 11.7.6 SWOT Analysis
11.8 SAS Institute, Inc.
- 11.8.1 Company Overview
- 11.8.2 SWOT Analysis
11.9 DataRobot, Inc.
- 11.9.1 Company Overview
- 11.9.2 Recent strategies and developments:
  - 11.9.2.1 Partnerships, Collaborations, and Agreements:
- 11.9.3 SWOT Analysis
11.10. Domino Data Lab, Inc.
- 11.10.1 Company Overview

Chapter 12. Winning Imperatives of ModelOps Market

簡介目錄圖表

LIST OF TABLES

TABLE 1 Global ModelOps Market, 2020 - 2023, USD Million
TABLE 2 Global ModelOps Market, 2024 - 2031, USD Million
TABLE 3 Global ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 4 Global ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 5 Global Platforms Market by Region, 2020 - 2023, USD Million
TABLE 6 Global Platforms Market by Region, 2024 - 2031, USD Million
TABLE 7 Global Services Market by Region, 2020 - 2023, USD Million
TABLE 8 Global Services Market by Region, 2024 - 2031, USD Million
TABLE 9 Global ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 10 Global ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 11 Global ML Models Market by Region, 2020 - 2023, USD Million
TABLE 12 Global ML Models Market by Region, 2024 - 2031, USD Million
TABLE 13 Global Graph-Based Models Market by Region, 2020 - 2023, USD Million
TABLE 14 Global Graph-Based Models Market by Region, 2024 - 2031, USD Million
TABLE 15 Global Rule & Heuristic Models Market by Region, 2020 - 2023, USD Million
TABLE 16 Global Rule & Heuristic Models Market by Region, 2024 - 2031, USD Million
TABLE 17 Global Linguistic Models Market by Region, 2020 - 2023, USD Million
TABLE 18 Global Linguistic Models Market by Region, 2024 - 2031, USD Million
TABLE 19 Global Agent-Based Models & Others Market by Region, 2020 - 2023, USD Million
TABLE 20 Global Agent-Based Models & Others Market by Region, 2024 - 2031, USD Million
TABLE 21 Global ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 22 Global ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 23 Global Cloud Market by Region, 2020 - 2023, USD Million
TABLE 24 Global Cloud Market by Region, 2024 - 2031, USD Million
TABLE 25 Global On-Premise Market by Region, 2020 - 2023, USD Million
TABLE 26 Global On-Premise Market by Region, 2024 - 2031, USD Million
TABLE 27 Global ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 28 Global ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 29 Global BFSI Market by Region, 2020 - 2023, USD Million
TABLE 30 Global BFSI Market by Region, 2024 - 2031, USD Million
TABLE 31 Global Retail & E-Commerce Market by Region, 2020 - 2023, USD Million
TABLE 32 Global Retail & E-Commerce Market by Region, 2024 - 2031, USD Million
TABLE 33 Global Healthcare & Life Sciences Market by Region, 2020 - 2023, USD Million
TABLE 34 Global Healthcare & Life Sciences Market by Region, 2024 - 2031, USD Million
TABLE 35 Global Manufacturing Market by Region, 2020 - 2023, USD Million
TABLE 36 Global Manufacturing Market by Region, 2024 - 2031, USD Million
TABLE 37 Global IT & Telecommunications Market by Region, 2020 - 2023, USD Million
TABLE 38 Global IT & Telecommunications Market by Region, 2024 - 2031, USD Million
TABLE 39 Global Transportation & Logistics Market by Region, 2020 - 2023, USD Million
TABLE 40 Global Transportation & Logistics Market by Region, 2024 - 2031, USD Million
TABLE 41 Global Energy, Utilities & Others Market by Region, 2020 - 2023, USD Million
TABLE 42 Global Energy, Utilities & Others Market by Region, 2024 - 2031, USD Million
TABLE 43 Global ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 44 Global ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 45 Global Continuous Integration/ Continuous Deployment Market by Region, 2020 - 2023, USD Million
TABLE 46 Global Continuous Integration/ Continuous Deployment Market by Region, 2024 - 2031, USD Million
TABLE 47 Global Model Lifecycle Management Market by Region, 2020 - 2023, USD Million
TABLE 48 Global Model Lifecycle Management Market by Region, 2024 - 2031, USD Million
TABLE 49 Global Batch Scoring Market by Region, 2020 - 2023, USD Million
TABLE 50 Global Batch Scoring Market by Region, 2024 - 2031, USD Million
TABLE 51 Global Governance, Risk & Compliance Market by Region, 2020 - 2023, USD Million
TABLE 52 Global Governance, Risk & Compliance Market by Region, 2024 - 2031, USD Million
TABLE 53 Global Monitoring & Alerting Market by Region, 2020 - 2023, USD Million
TABLE 54 Global Monitoring & Alerting Market by Region, 2024 - 2031, USD Million
TABLE 55 Global Parallelization & Distributed Computing Market by Region, 2020 - 2023, USD Million
TABLE 56 Global Parallelization & Distributed Computing Market by Region, 2024 - 2031, USD Million
TABLE 57 Global Dashboard & Reporting Market by Region, 2020 - 2023, USD Million
TABLE 58 Global Dashboard & Reporting Market by Region, 2024 - 2031, USD Million
TABLE 59 Global Other Application Market by Region, 2020 - 2023, USD Million
TABLE 60 Global Other Application Market by Region, 2024 - 2031, USD Million
TABLE 61 Global ModelOps Market by Region, 2020 - 2023, USD Million
TABLE 62 Global ModelOps Market by Region, 2024 - 2031, USD Million
TABLE 63 North America ModelOps Market, 2020 - 2023, USD Million
TABLE 64 North America ModelOps Market, 2024 - 2031, USD Million
TABLE 65 North America ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 66 North America ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 67 North America Platforms Market by Region, 2020 - 2023, USD Million
TABLE 68 North America Platforms Market by Region, 2024 - 2031, USD Million
TABLE 69 North America Services Market by Region, 2020 - 2023, USD Million
TABLE 70 North America Services Market by Region, 2024 - 2031, USD Million
TABLE 71 North America ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 72 North America ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 73 North America ML Models Market by Country, 2020 - 2023, USD Million
TABLE 74 North America ML Models Market by Country, 2024 - 2031, USD Million
TABLE 75 North America Graph-Based Models Market by Country, 2020 - 2023, USD Million
TABLE 76 North America Graph-Based Models Market by Country, 2024 - 2031, USD Million
TABLE 77 North America Rule & Heuristic Models Market by Country, 2020 - 2023, USD Million
TABLE 78 North America Rule & Heuristic Models Market by Country, 2024 - 2031, USD Million
TABLE 79 North America Linguistic Models Market by Country, 2020 - 2023, USD Million
TABLE 80 North America Linguistic Models Market by Country, 2024 - 2031, USD Million
TABLE 81 North America Agent-Based Models & Others Market by Country, 2020 - 2023, USD Million
TABLE 82 North America Agent-Based Models & Others Market by Country, 2024 - 2031, USD Million
TABLE 83 North America ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 84 North America ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 85 North America Cloud Market by Country, 2020 - 2023, USD Million
TABLE 86 North America Cloud Market by Country, 2024 - 2031, USD Million
TABLE 87 North America On-Premise Market by Country, 2020 - 2023, USD Million
TABLE 88 North America On-Premise Market by Country, 2024 - 2031, USD Million
TABLE 89 North America ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 90 North America ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 91 North America BFSI Market by Country, 2020 - 2023, USD Million
TABLE 92 North America BFSI Market by Country, 2024 - 2031, USD Million
TABLE 93 North America Retail & E-Commerce Market by Country, 2020 - 2023, USD Million
TABLE 94 North America Retail & E-Commerce Market by Country, 2024 - 2031, USD Million
TABLE 95 North America Healthcare & Life Sciences Market by Country, 2020 - 2023, USD Million
TABLE 96 North America Healthcare & Life Sciences Market by Country, 2024 - 2031, USD Million
TABLE 97 North America Manufacturing Market by Country, 2020 - 2023, USD Million
TABLE 98 North America Manufacturing Market by Country, 2024 - 2031, USD Million
TABLE 99 North America IT & Telecommunications Market by Country, 2020 - 2023, USD Million
TABLE 100 North America IT & Telecommunications Market by Country, 2024 - 2031, USD Million
TABLE 101 North America Transportation & Logistics Market by Country, 2020 - 2023, USD Million
TABLE 102 North America Transportation & Logistics Market by Country, 2024 - 2031, USD Million
TABLE 103 North America Energy, Utilities & Others Market by Country, 2020 - 2023, USD Million
TABLE 104 North America Energy, Utilities & Others Market by Country, 2024 - 2031, USD Million
TABLE 105 North America ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 106 North America ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 107 North America Continuous Integration/ Continuous Deployment Market by Country, 2020 - 2023, USD Million
TABLE 108 North America Continuous Integration/ Continuous Deployment Market by Country, 2024 - 2031, USD Million
TABLE 109 North America Model Lifecycle Management Market by Country, 2020 - 2023, USD Million
TABLE 110 North America Model Lifecycle Management Market by Country, 2024 - 2031, USD Million
TABLE 111 North America Batch Scoring Market by Country, 2020 - 2023, USD Million
TABLE 112 North America Batch Scoring Market by Country, 2024 - 2031, USD Million
TABLE 113 North America Governance, Risk & Compliance Market by Country, 2020 - 2023, USD Million
TABLE 114 North America Governance, Risk & Compliance Market by Country, 2024 - 2031, USD Million
TABLE 115 North America Monitoring & Alerting Market by Country, 2020 - 2023, USD Million
TABLE 116 North America Monitoring & Alerting Market by Country, 2024 - 2031, USD Million
TABLE 117 North America Parallelization & Distributed Computing Market by Country, 2020 - 2023, USD Million
TABLE 118 North America Parallelization & Distributed Computing Market by Country, 2024 - 2031, USD Million
TABLE 119 North America Dashboard & Reporting Market by Country, 2020 - 2023, USD Million
TABLE 120 North America Dashboard & Reporting Market by Country, 2024 - 2031, USD Million
TABLE 121 North America Other Application Market by Country, 2020 - 2023, USD Million
TABLE 122 North America Other Application Market by Country, 2024 - 2031, USD Million
TABLE 123 North America ModelOps Market by Country, 2020 - 2023, USD Million
TABLE 124 North America ModelOps Market by Country, 2024 - 2031, USD Million
TABLE 125 US ModelOps Market, 2020 - 2023, USD Million
TABLE 126 US ModelOps Market, 2024 - 2031, USD Million
TABLE 127 US ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 128 US ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 129 US ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 130 US ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 131 US ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 132 US ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 133 US ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 134 US ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 135 US ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 136 US ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 137 Canada ModelOps Market, 2020 - 2023, USD Million
TABLE 138 Canada ModelOps Market, 2024 - 2031, USD Million
TABLE 139 Canada ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 140 Canada ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 141 Canada ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 142 Canada ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 143 Canada ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 144 Canada ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 145 Canada ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 146 Canada ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 147 Canada ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 148 Canada ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 149 Mexico ModelOps Market, 2020 - 2023, USD Million
TABLE 150 Mexico ModelOps Market, 2024 - 2031, USD Million
TABLE 151 Mexico ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 152 Mexico ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 153 Mexico ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 154 Mexico ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 155 Mexico ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 156 Mexico ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 157 Mexico ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 158 Mexico ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 159 Mexico ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 160 Mexico ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 161 Rest of North America ModelOps Market, 2020 - 2023, USD Million
TABLE 162 Rest of North America ModelOps Market, 2024 - 2031, USD Million
TABLE 163 Rest of North America ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 164 Rest of North America ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 165 Rest of North America ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 166 Rest of North America ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 167 Rest of North America ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 168 Rest of North America ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 169 Rest of North America ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 170 Rest of North America ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 171 Rest of North America ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 172 Rest of North America ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 173 Europe ModelOps Market, 2020 - 2023, USD Million
TABLE 174 Europe ModelOps Market, 2024 - 2031, USD Million
TABLE 175 Europe ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 176 Europe ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 177 Europe Platforms Market by Country, 2020 - 2023, USD Million
TABLE 178 Europe Platforms Market by Country, 2024 - 2031, USD Million
TABLE 179 Europe Services Market by Country, 2020 - 2023, USD Million
TABLE 180 Europe Services Market by Country, 2024 - 2031, USD Million
TABLE 181 Europe ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 182 Europe ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 183 Europe ML Models Market by Country, 2020 - 2023, USD Million
TABLE 184 Europe ML Models Market by Country, 2024 - 2031, USD Million
TABLE 185 Europe Graph-Based Models Market by Country, 2020 - 2023, USD Million
TABLE 186 Europe Graph-Based Models Market by Country, 2024 - 2031, USD Million
TABLE 187 Europe Rule & Heuristic Models Market by Country, 2020 - 2023, USD Million
TABLE 188 Europe Rule & Heuristic Models Market by Country, 2024 - 2031, USD Million
TABLE 189 Europe Linguistic Models Market by Country, 2020 - 2023, USD Million
TABLE 190 Europe Linguistic Models Market by Country, 2024 - 2031, USD Million
TABLE 191 Europe Agent-Based Models & Others Market by Country, 2020 - 2023, USD Million
TABLE 192 Europe Agent-Based Models & Others Market by Country, 2024 - 2031, USD Million
TABLE 193 Europe ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 194 Europe ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 195 Europe Cloud Market by Country, 2020 - 2023, USD Million
TABLE 196 Europe Cloud Market by Country, 2024 - 2031, USD Million
TABLE 197 Europe On-Premise Market by Country, 2020 - 2023, USD Million
TABLE 198 Europe On-Premise Market by Country, 2024 - 2031, USD Million
TABLE 199 Europe ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 200 Europe ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 201 Europe BFSI Market by Country, 2020 - 2023, USD Million
TABLE 202 Europe BFSI Market by Country, 2024 - 2031, USD Million
TABLE 203 Europe Retail & E-Commerce Market by Country, 2020 - 2023, USD Million
TABLE 204 Europe Retail & E-Commerce Market by Country, 2024 - 2031, USD Million
TABLE 205 Europe Healthcare & Life Sciences Market by Country, 2020 - 2023, USD Million
TABLE 206 Europe Healthcare & Life Sciences Market by Country, 2024 - 2031, USD Million
TABLE 207 Europe Manufacturing Market by Country, 2020 - 2023, USD Million
TABLE 208 Europe Manufacturing Market by Country, 2024 - 2031, USD Million
TABLE 209 Europe IT & Telecommunications Market by Country, 2020 - 2023, USD Million
TABLE 210 Europe IT & Telecommunications Market by Country, 2024 - 2031, USD Million
TABLE 211 Europe Transportation & Logistics Market by Country, 2020 - 2023, USD Million
TABLE 212 Europe Transportation & Logistics Market by Country, 2024 - 2031, USD Million
TABLE 213 Europe Energy, Utilities & Others Market by Country, 2020 - 2023, USD Million
TABLE 214 Europe Energy, Utilities & Others Market by Country, 2024 - 2031, USD Million
TABLE 215 Europe ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 216 Europe ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 217 Europe Continuous Integration/ Continuous Deployment Market by Country, 2020 - 2023, USD Million
TABLE 218 Europe Continuous Integration/ Continuous Deployment Market by Country, 2024 - 2031, USD Million
TABLE 219 Europe Model Lifecycle Management Market by Country, 2020 - 2023, USD Million
TABLE 220 Europe Model Lifecycle Management Market by Country, 2024 - 2031, USD Million
TABLE 221 Europe Batch Scoring Market by Country, 2020 - 2023, USD Million
TABLE 222 Europe Batch Scoring Market by Country, 2024 - 2031, USD Million
TABLE 223 Europe Governance, Risk & Compliance Market by Country, 2020 - 2023, USD Million
TABLE 224 Europe Governance, Risk & Compliance Market by Country, 2024 - 2031, USD Million
TABLE 225 Europe Monitoring & Alerting Market by Country, 2020 - 2023, USD Million
TABLE 226 Europe Monitoring & Alerting Market by Country, 2024 - 2031, USD Million
TABLE 227 Europe Parallelization & Distributed Computing Market by Country, 2020 - 2023, USD Million
TABLE 228 Europe Parallelization & Distributed Computing Market by Country, 2024 - 2031, USD Million
TABLE 229 Europe Dashboard & Reporting Market by Country, 2020 - 2023, USD Million
TABLE 230 Europe Dashboard & Reporting Market by Country, 2024 - 2031, USD Million
TABLE 231 Europe Other Application Market by Country, 2020 - 2023, USD Million
TABLE 232 Europe Other Application Market by Country, 2024 - 2031, USD Million
TABLE 233 Europe ModelOps Market by Country, 2020 - 2023, USD Million
TABLE 234 Europe ModelOps Market by Country, 2024 - 2031, USD Million
TABLE 235 Germany ModelOps Market, 2020 - 2023, USD Million
TABLE 236 Germany ModelOps Market, 2024 - 2031, USD Million
TABLE 237 Germany ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 238 Germany ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 239 Germany ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 240 Germany ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 241 Germany ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 242 Germany ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 243 Germany ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 244 Germany ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 245 Germany ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 246 Germany ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 247 UK ModelOps Market, 2020 - 2023, USD Million
TABLE 248 UK ModelOps Market, 2024 - 2031, USD Million
TABLE 249 UK ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 250 UK ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 251 UK ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 252 UK ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 253 UK ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 254 UK ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 255 UK ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 256 UK ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 257 UK ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 258 UK ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 259 France ModelOps Market, 2020 - 2023, USD Million
TABLE 260 France ModelOps Market, 2024 - 2031, USD Million
TABLE 261 France ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 262 France ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 263 France ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 264 France ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 265 France ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 266 France ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 267 France ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 268 France ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 269 France ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 270 France ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 271 Russia ModelOps Market, 2020 - 2023, USD Million
TABLE 272 Russia ModelOps Market, 2024 - 2031, USD Million
TABLE 273 Russia ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 274 Russia ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 275 Russia ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 276 Russia ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 277 Russia ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 278 Russia ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 279 Russia ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 280 Russia ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 281 Russia ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 282 Russia ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 283 Spain ModelOps Market, 2020 - 2023, USD Million
TABLE 284 Spain ModelOps Market, 2024 - 2031, USD Million
TABLE 285 Spain ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 286 Spain ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 287 Spain ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 288 Spain ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 289 Spain ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 290 Spain ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 291 Spain ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 292 Spain ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 293 Spain ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 294 Spain ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 295 Italy ModelOps Market, 2020 - 2023, USD Million
TABLE 296 Italy ModelOps Market, 2024 - 2031, USD Million
TABLE 297 Italy ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 298 Italy ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 299 Italy ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 300 Italy ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 301 Italy ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 302 Italy ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 303 Italy ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 304 Italy ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 305 Italy ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 306 Italy ModelOps Market by Application, 2024 - 2031, USD Million

TABLE 307 Rest of Europe ModelOps Market, 2020 - 2023, USD Million
TABLE 308 Rest of Europe ModelOps Market, 2024 - 2031, USD Million
TABLE 309 Rest of Europe ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 310 Rest of Europe ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 311 Rest of Europe ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 312 Rest of Europe ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 313 Rest of Europe ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 314 Rest of Europe ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 315 Rest of Europe ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 316 Rest of Europe ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 317 Rest of Europe ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 318 Rest of Europe ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 319 Asia Pacific ModelOps Market, 2020 - 2023, USD Million
TABLE 320 Asia Pacific ModelOps Market, 2024 - 2031, USD Million
TABLE 321 Asia Pacific ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 322 Asia Pacific ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 323 Asia Pacific Platforms Market by Country, 2020 - 2023, USD Million
TABLE 324 Asia Pacific Platforms Market by Country, 2024 - 2031, USD Million
TABLE 325 Asia Pacific Services Market by Country, 2020 - 2023, USD Million
TABLE 326 Asia Pacific Services Market by Country, 2024 - 2031, USD Million
TABLE 327 Asia Pacific ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 328 Asia Pacific ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 329 Asia Pacific ML Models Market by Country, 2020 - 2023, USD Million
TABLE 330 Asia Pacific ML Models Market by Country, 2024 - 2031, USD Million
TABLE 331 Asia Pacific Graph-Based Models Market by Country, 2020 - 2023, USD Million
TABLE 332 Asia Pacific Graph-Based Models Market by Country, 2024 - 2031, USD Million
TABLE 333 Asia Pacific Rule & Heuristic Models Market by Country, 2020 - 2023, USD Million
TABLE 334 Asia Pacific Rule & Heuristic Models Market by Country, 2024 - 2031, USD Million
TABLE 335 Asia Pacific Linguistic Models Market by Country, 2020 - 2023, USD Million
TABLE 336 Asia Pacific Linguistic Models Market by Country, 2024 - 2031, USD Million
TABLE 337 Asia Pacific Agent-Based Models & Others Market by Country, 2020 - 2023, USD Million
TABLE 338 Asia Pacific Agent-Based Models & Others Market by Country, 2024 - 2031, USD Million
TABLE 339 Asia Pacific ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 340 Asia Pacific ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 341 Asia Pacific Cloud Market by Country, 2020 - 2023, USD Million
TABLE 342 Asia Pacific Cloud Market by Country, 2024 - 2031, USD Million
TABLE 343 Asia Pacific On-Premise Market by Country, 2020 - 2023, USD Million
TABLE 344 Asia Pacific On-Premise Market by Country, 2024 - 2031, USD Million
TABLE 345 Asia Pacific ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 346 Asia Pacific ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 347 Asia Pacific BFSI Market by Country, 2020 - 2023, USD Million
TABLE 348 Asia Pacific BFSI Market by Country, 2024 - 2031, USD Million
TABLE 349 Asia Pacific Retail & E-Commerce Market by Country, 2020 - 2023, USD Million
TABLE 350 Asia Pacific Retail & E-Commerce Market by Country, 2024 - 2031, USD Million
TABLE 351 Asia Pacific Healthcare & Life Sciences Market by Country, 2020 - 2023, USD Million
TABLE 352 Asia Pacific Healthcare & Life Sciences Market by Country, 2024 - 2031, USD Million
TABLE 353 Asia Pacific Manufacturing Market by Country, 2020 - 2023, USD Million
TABLE 354 Asia Pacific Manufacturing Market by Country, 2024 - 2031, USD Million
TABLE 355 Asia Pacific IT & Telecommunications Market by Country, 2020 - 2023, USD Million
TABLE 356 Asia Pacific IT & Telecommunications Market by Country, 2024 - 2031, USD Million
TABLE 357 Asia Pacific Transportation & Logistics Market by Country, 2020 - 2023, USD Million
TABLE 358 Asia Pacific Transportation & Logistics Market by Country, 2024 - 2031, USD Million
TABLE 359 Asia Pacific Energy, Utilities & Others Market by Country, 2020 - 2023, USD Million
TABLE 360 Asia Pacific Energy, Utilities & Others Market by Country, 2024 - 2031, USD Million
TABLE 361 Asia Pacific ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 362 Asia Pacific ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 363 Asia Pacific Continuous Integration/ Continuous Deployment Market by Country, 2020 - 2023, USD Million
TABLE 364 Asia Pacific Continuous Integration/ Continuous Deployment Market by Country, 2024 - 2031, USD Million
TABLE 365 Asia Pacific Model Lifecycle Management Market by Country, 2020 - 2023, USD Million
TABLE 366 Asia Pacific Model Lifecycle Management Market by Country, 2024 - 2031, USD Million
TABLE 367 Asia Pacific Batch Scoring Market by Country, 2020 - 2023, USD Million
TABLE 368 Asia Pacific Batch Scoring Market by Country, 2024 - 2031, USD Million
TABLE 369 Asia Pacific Governance, Risk & Compliance Market by Country, 2020 - 2023, USD Million
TABLE 370 Asia Pacific Governance, Risk & Compliance Market by Country, 2024 - 2031, USD Million
TABLE 371 Asia Pacific Monitoring & Alerting Market by Country, 2020 - 2023, USD Million
TABLE 372 Asia Pacific Monitoring & Alerting Market by Country, 2024 - 2031, USD Million
TABLE 373 Asia Pacific Parallelization & Distributed Computing Market by Country, 2020 - 2023, USD Million
TABLE 374 Asia Pacific Parallelization & Distributed Computing Market by Country, 2024 - 2031, USD Million
TABLE 375 Asia Pacific Dashboard & Reporting Market by Country, 2020 - 2023, USD Million
TABLE 376 Asia Pacific Dashboard & Reporting Market by Country, 2024 - 2031, USD Million
TABLE 377 Asia Pacific Other Application Market by Country, 2020 - 2023, USD Million
TABLE 378 Asia Pacific Other Application Market by Country, 2024 - 2031, USD Million
TABLE 379 Asia Pacific ModelOps Market by Country, 2020 - 2023, USD Million
TABLE 380 Asia Pacific ModelOps Market by Country, 2024 - 2031, USD Million
TABLE 381 China ModelOps Market, 2020 - 2023, USD Million
TABLE 382 China ModelOps Market, 2024 - 2031, USD Million
TABLE 383 China ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 384 China ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 385 China ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 386 China ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 387 China ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 388 China ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 389 China ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 390 China ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 391 China ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 392 China ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 393 Japan ModelOps Market, 2020 - 2023, USD Million
TABLE 394 Japan ModelOps Market, 2024 - 2031, USD Million
TABLE 395 Japan ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 396 Japan ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 397 Japan ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 398 Japan ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 399 Japan ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 400 Japan ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 401 Japan ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 402 Japan ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 403 Japan ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 404 Japan ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 405 India ModelOps Market, 2020 - 2023, USD Million
TABLE 406 India ModelOps Market, 2024 - 2031, USD Million
TABLE 407 India ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 408 India ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 409 India ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 410 India ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 411 India ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 412 India ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 413 India ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 414 India ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 415 India ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 416 India ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 417 South Korea ModelOps Market, 2020 - 2023, USD Million
TABLE 418 South Korea ModelOps Market, 2024 - 2031, USD Million
TABLE 419 South Korea ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 420 South Korea ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 421 South Korea ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 422 South Korea ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 423 South Korea ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 424 South Korea ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 425 South Korea ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 426 South Korea ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 427 South Korea ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 428 South Korea ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 429 Australia ModelOps Market, 2020 - 2023, USD Million
TABLE 430 Australia ModelOps Market, 2024 - 2031, USD Million
TABLE 431 Australia ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 432 Australia ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 433 Australia ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 434 Australia ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 435 Australia ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 436 Australia ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 437 Australia ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 438 Australia ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 439 Australia ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 440 Australia ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 441 Malaysia ModelOps Market, 2020 - 2023, USD Million
TABLE 442 Malaysia ModelOps Market, 2024 - 2031, USD Million
TABLE 443 Malaysia ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 444 Malaysia ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 445 Malaysia ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 446 Malaysia ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 447 Malaysia ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 448 Malaysia ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 449 Malaysia ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 450 Malaysia ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 451 Malaysia ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 452 Malaysia ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 453 Rest of Asia Pacific ModelOps Market, 2020 - 2023, USD Million
TABLE 454 Rest of Asia Pacific ModelOps Market, 2024 - 2031, USD Million
TABLE 455 Rest of Asia Pacific ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 456 Rest of Asia Pacific ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 457 Rest of Asia Pacific ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 458 Rest of Asia Pacific ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 459 Rest of Asia Pacific ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 460 Rest of Asia Pacific ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 461 Rest of Asia Pacific ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 462 Rest of Asia Pacific ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 463 Rest of Asia Pacific ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 464 Rest of Asia Pacific ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 465 LAMEA ModelOps Market, 2020 - 2023, USD Million
TABLE 466 LAMEA ModelOps Market, 2024 - 2031, USD Million
TABLE 467 LAMEA ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 468 LAMEA ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 469 LAMEA Platforms Market by Country, 2020 - 2023, USD Million
TABLE 470 LAMEA Platforms Market by Country, 2024 - 2031, USD Million
TABLE 471 LAMEA Services Market by Country, 2020 - 2023, USD Million
TABLE 472 LAMEA Services Market by Country, 2024 - 2031, USD Million
TABLE 473 LAMEA ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 474 LAMEA ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 475 LAMEA ML Models Market by Country, 2020 - 2023, USD Million
TABLE 476 LAMEA ML Models Market by Country, 2024 - 2031, USD Million
TABLE 477 LAMEA Graph-Based Models Market by Country, 2020 - 2023, USD Million
TABLE 478 LAMEA Graph-Based Models Market by Country, 2024 - 2031, USD Million
TABLE 479 LAMEA Rule & Heuristic Models Market by Country, 2020 - 2023, USD Million
TABLE 480 LAMEA Rule & Heuristic Models Market by Country, 2024 - 2031, USD Million
TABLE 481 LAMEA Linguistic Models Market by Country, 2020 - 2023, USD Million
TABLE 482 LAMEA Linguistic Models Market by Country, 2024 - 2031, USD Million
TABLE 483 LAMEA Agent-Based Models & Others Market by Country, 2020 - 2023, USD Million
TABLE 484 LAMEA Agent-Based Models & Others Market by Country, 2024 - 2031, USD Million
TABLE 485 LAMEA ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 486 LAMEA ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 487 LAMEA Cloud Market by Country, 2020 - 2023, USD Million
TABLE 488 LAMEA Cloud Market by Country, 2024 - 2031, USD Million
TABLE 489 LAMEA On-Premise Market by Country, 2020 - 2023, USD Million
TABLE 490 LAMEA On-Premise Market by Country, 2024 - 2031, USD Million
TABLE 491 LAMEA ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 492 LAMEA ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 493 LAMEA BFSI Market by Country, 2020 - 2023, USD Million
TABLE 494 LAMEA BFSI Market by Country, 2024 - 2031, USD Million
TABLE 495 LAMEA Retail & E-Commerce Market by Country, 2020 - 2023, USD Million
TABLE 496 LAMEA Retail & E-Commerce Market by Country, 2024 - 2031, USD Million
TABLE 497 LAMEA Healthcare & Life Sciences Market by Country, 2020 - 2023, USD Million
TABLE 498 LAMEA Healthcare & Life Sciences Market by Country, 2024 - 2031, USD Million
TABLE 499 LAMEA Manufacturing Market by Country, 2020 - 2023, USD Million
TABLE 500 LAMEA Manufacturing Market by Country, 2024 - 2031, USD Million
TABLE 501 LAMEA IT & Telecommunications Market by Country, 2020 - 2023, USD Million
TABLE 502 LAMEA IT & Telecommunications Market by Country, 2024 - 2031, USD Million
TABLE 503 LAMEA Transportation & Logistics Market by Country, 2020 - 2023, USD Million
TABLE 504 LAMEA Transportation & Logistics Market by Country, 2024 - 2031, USD Million
TABLE 505 LAMEA Energy, Utilities & Others Market by Country, 2020 - 2023, USD Million
TABLE 506 LAMEA Energy, Utilities & Others Market by Country, 2024 - 2031, USD Million
TABLE 507 LAMEA ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 508 LAMEA ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 509 LAMEA Continuous Integration/ Continuous Deployment Market by Country, 2020 - 2023, USD Million
TABLE 510 LAMEA Continuous Integration/ Continuous Deployment Market by Country, 2024 - 2031, USD Million
TABLE 511 LAMEA Model Lifecycle Management Market by Country, 2020 - 2023, USD Million
TABLE 512 LAMEA Model Lifecycle Management Market by Country, 2024 - 2031, USD Million
TABLE 513 LAMEA Batch Scoring Market by Country, 2020 - 2023, USD Million
TABLE 514 LAMEA Batch Scoring Market by Country, 2024 - 2031, USD Million
TABLE 515 LAMEA Governance, Risk & Compliance Market by Country, 2020 - 2023, USD Million
TABLE 516 LAMEA Governance, Risk & Compliance Market by Country, 2024 - 2031, USD Million
TABLE 517 LAMEA Monitoring & Alerting Market by Country, 2020 - 2023, USD Million
TABLE 518 LAMEA Monitoring & Alerting Market by Country, 2024 - 2031, USD Million
TABLE 519 LAMEA Parallelization & Distributed Computing Market by Country, 2020 - 2023, USD Million
TABLE 520 LAMEA Parallelization & Distributed Computing Market by Country, 2024 - 2031, USD Million
TABLE 521 LAMEA Dashboard & Reporting Market by Country, 2020 - 2023, USD Million
TABLE 522 LAMEA Dashboard & Reporting Market by Country, 2024 - 2031, USD Million
TABLE 523 LAMEA Other Application Market by Country, 2020 - 2023, USD Million
TABLE 524 LAMEA Other Application Market by Country, 2024 - 2031, USD Million
TABLE 525 LAMEA ModelOps Market by Country, 2020 - 2023, USD Million
TABLE 526 LAMEA ModelOps Market by Country, 2024 - 2031, USD Million
TABLE 527 Brazil ModelOps Market, 2020 - 2023, USD Million
TABLE 528 Brazil ModelOps Market, 2024 - 2031, USD Million
TABLE 529 Brazil ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 530 Brazil ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 531 Brazil ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 532 Brazil ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 533 Brazil ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 534 Brazil ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 535 Brazil ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 536 Brazil ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 537 Brazil ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 538 Brazil ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 539 Argentina ModelOps Market, 2020 - 2023, USD Million
TABLE 540 Argentina ModelOps Market, 2024 - 2031, USD Million
TABLE 541 Argentina ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 542 Argentina ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 543 Argentina ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 544 Argentina ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 545 Argentina ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 546 Argentina ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 547 Argentina ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 548 Argentina ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 549 Argentina ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 550 Argentina ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 551 UAE ModelOps Market, 2020 - 2023, USD Million
TABLE 552 UAE ModelOps Market, 2024 - 2031, USD Million
TABLE 553 UAE ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 554 UAE ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 555 UAE ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 556 UAE ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 557 UAE ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 558 UAE ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 559 UAE ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 560 UAE ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 561 UAE ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 562 UAE ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 563 Saudi Arabia ModelOps Market, 2020 - 2023, USD Million
TABLE 564 Saudi Arabia ModelOps Market, 2024 - 2031, USD Million
TABLE 565 Saudi Arabia ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 566 Saudi Arabia ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 567 Saudi Arabia ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 568 Saudi Arabia ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 569 Saudi Arabia ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 570 Saudi Arabia ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 571 Saudi Arabia ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 572 Saudi Arabia ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 573 Saudi Arabia ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 574 Saudi Arabia ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 575 South Africa ModelOps Market, 2020 - 2023, USD Million
TABLE 576 South Africa ModelOps Market, 2024 - 2031, USD Million
TABLE 577 South Africa ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 578 South Africa ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 579 South Africa ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 580 South Africa ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 581 South Africa ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 582 South Africa ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 583 South Africa ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 584 South Africa ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 585 South Africa ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 586 South Africa ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 587 Nigeria ModelOps Market, 2020 - 2023, USD Million
TABLE 588 Nigeria ModelOps Market, 2024 - 2031, USD Million
TABLE 589 Nigeria ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 590 Nigeria ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 591 Nigeria ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 592 Nigeria ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 593 Nigeria ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 594 Nigeria ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 595 Nigeria ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 596 Nigeria ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 597 Nigeria ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 598 Nigeria ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 599 Rest of LAMEA ModelOps Market, 2020 - 2023, USD Million
TABLE 600 Rest of LAMEA ModelOps Market, 2024 - 2031, USD Million
TABLE 601 Rest of LAMEA ModelOps Market by Offering, 2020 - 2023, USD Million
TABLE 602 Rest of LAMEA ModelOps Market by Offering, 2024 - 2031, USD Million
TABLE 603 Rest of LAMEA ModelOps Market by Model, 2020 - 2023, USD Million
TABLE 604 Rest of LAMEA ModelOps Market by Model, 2024 - 2031, USD Million
TABLE 605 Rest of LAMEA ModelOps Market by Deployment, 2020 - 2023, USD Million
TABLE 606 Rest of LAMEA ModelOps Market by Deployment, 2024 - 2031, USD Million
TABLE 607 Rest of LAMEA ModelOps Market by Vertical, 2020 - 2023, USD Million
TABLE 608 Rest of LAMEA ModelOps Market by Vertical, 2024 - 2031, USD Million
TABLE 609 Rest of LAMEA ModelOps Market by Application, 2020 - 2023, USD Million
TABLE 610 Rest of LAMEA ModelOps Market by Application, 2024 - 2031, USD Million
TABLE 611 Key Information - H2O.ai, Inc.
TABLE 612 Key Information - Amazon Web Services, Inc.
TABLE 613 Key Information - Google LLC
TABLE 614 Key Information - Hewlett Packard Enterprise Company
TABLE 615 Key Information - IBM Corporation
TABLE 616 Key Information - Cloudera, Inc.
TABLE 617 Key Information - Microsoft Corporation
TABLE 618 Key Information - SAS Institute, Inc.
TABLE 619 Key Information - DataRobot, Inc.
TABLE 620 Key Information - Domino Data Lab, Inc.

02-2729-4219

+886-2-2729-4219

License/價格

相關商品

ModelOps 全球市場

ModelOps 市場：按平台類型、按服務、按模型類型、按組織規模、按部署類型、按行業 - 2025-2030 年全球預測

全球 ModelOps 市場規模研究（按產品、模型類型、應用、垂直產業和區域預測 2022-2032）

ModelOps的全球市場，規模，佔有率，趨勢，產業分析報告:各提供，各模式類型，各應用領域，各行業，各地區 - 市場預測，2024年～2032年

全球 ModelOps 市場：市場規模、佔有率、成長分析 - 按產品、按模型類型、按應用、按行業、按地區 - 預測到 2029 年

FAQ

全球 ModelOps 市場：市場規模、市場佔有率、趨勢分析（按提供的內容、按模型、按部署方法、按行業、按應用）、區域展望和未來預測（2024-2031 年）

Global ModelOps Market Size, Share & Trends Analysis Report By Offering (Platforms, and Services), By Model, By Deployment (Cloud, and On-Premise), By Vertical, By Application, By Regional Outlook and Forecast, 2024 - 2031

目錄

第1章市場範圍和分析方法

第2章市場概況

第3章市場概況

第 4 章全球市場：競爭分析

第 5 章全球ModelOps 市場依產品分類

第6章全球ModelOps 市場（依模型）

第 7 章。

第 8 章。