The MLOps Market is being driven by Explosive proliferation and escalating complexity of artificial intelligence models
The MLOps Market is expected to grow at a CAGR of 24.7% during 2024 and 2029. During this period, the market is also expected to show a growth of USD 8049.6 million. The MLOps market is experiencing a significant shift with the rise of LLMOps, a specialized sub-discipline dedicated to managing the complex operational requirements of large language models and generative AI systems. This evolution from traditional MLOps is driven by the unique lifecycle of foundation models, which necessitates new stages and tools. LLMOps encompasses advanced prompt engineering workflows, fine tuning and instruction tuning techniques, vector database management for Retrieval-Augmented Generation (RAG), and stringent safety, bias, and factual accuracy evaluation methodologies. By automating and governing these specialized processes, LLMOps is set to revolutionize the way we manage and deploy large language models in business applications.
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The market is segmented based on
According to Technavio, There are several factors that are causing the market to flourish during the forecast period, which are as follows:
However, the market also witnesses some limitations, which are as follows:
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Market Scope |
|
Report Coverage |
Details |
Page number |
248 |
Base year |
2024 |
Historic period |
2019-2023 |
Forecast period |
2025-2029 |
Growth momentum & CAGR |
Accelerate at a CAGR of 24.7% |
Market growth 2025-2029 |
USD 8049.6 million |
Market structure |
fragmentation |
YoY growth 2024-2025(%) |
17.2 |
Key countries |
US, China, Germany, France, UK, Japan, India, Canada, South Korea, and Brazil |
Competitive landscape |
Leading Companies, Market Positioning of Companies, Competitive Strategies, and Industry Risks |
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The MLOps market encompasses tools and practices for managing the entire ML model lifecycle, including model registry for experiment reproducibility, feature engineering and data preprocessing, model selection and hyperparameter tuning, model evaluation and performance monitoring, alerting systems for error handling, log management, version control, and code quality. Additionally, it covers testing frameworks for deployment automation, rollback mechanisms, infrastructure management, capacity planning, data security, access management, compliance standards, scalability testing, stress testing, performance tuning, cost management, resource allocation, automation frameworks, integration testing, unit testing, and data validation.
The MLOps market is a segment of the global application software industry, focusing on machine learning operations. It encompasses model versioning, experiment tracking, feature store management, and continuous integration. Companies providing these solutions contribute to the market size, which is calculated based on their combined revenue. These businesses offer specialized software solutions for streamlining machine learning workflows and improving operational efficiency in data science teams. The MLOps market is a significant sub-segment of the broader application software market, which itself is a part of the IT software industry.. Industries are leveraging the products belonging to the market for customer engagement, transactional notifications, and promotional offers.
Technavio Research
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