Future of MLOps: Market Trends (2023-2029)


Posted September 15, 2023 by aishwaryammr

MLOps Market size was valued at USD 1.06 Bn in 2022 and is expected to reach USD 22.1 Bn by 2029, at a CAGR of 38.7%
 
MLOps Market Scope:

The market statistics and information were obtained from credible sources such as websites, annual reports of businesses, journals, and others, and were examined and validated by industry professionals.

MLOps Market Overview:

The primary goal of this research is to assist the user in understanding the MLOps Market in terms of definition, segmentation, market potential, significant trends, and the problems that the MLOps industry faces in key regions and nations. The market statistics and information were obtained from credible sources such as websites, annual reports of businesses, journals, and others, and were examined and validated by industry professionals.

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MLOps Market Segmentation:

Deployment Mode: MLOps platforms can be set up in the cloud or on-premises. On-premises deployment entails setting up MLOps infrastructure and software on the client's property. As the software is licensed and the complete instance of the software resides on-site, on-premise software necessitates that an enterprise obtain a license or a copy of the software in order to utilize it. On the other hand, cloud-based deployment involves hosting and managing the MLOps platform using cloud infrastructure and services. A cloud-based server makes use of virtual technologies to host programs remotely for businesses. Data is routinely backed up, there are no capital expenses, and businesses only pay for the services they consume.

Industry Vertical: A wide number of industry verticals, including BFSI, healthcare, retail, telecommunications, and others, are served by the ML Ops market. diverse industry verticals have diverse ML use cases and requirements, such as banks using MLOps to expand ML models, reduce operational costs, and address pressing issues with data management like ethics, accountability, and transparency. Multi-talented teams can collaborate more effectively and complete more tasks in a standardized manner thanks to MLOps. And ML Ops platforms must be customized to satisfy these particular requirements.

The many parts of an ML Ops platform, such as model deployment, model training, model management, data management, and monitoring and governance, are used to segment the ML Ops market. ML pipelines have been automated by many businesses, yet models are still not compliant with regulatory standards. A 2021 Algorithmia-Study found that 56% of participants ranked implementing model governance as one of the most difficult aspects of successfully putting ML apps into production. Decrease in deployment time, increased scalability, and decreased error percentages are the three key MLOps components that are required.

Application: Based on ML Ops' specialized applications, like fraud detection, predictive maintenance, recommendation engines, and others, the market for ML Ops is also divided into different submarkets. Fraud detection has been done via MLOps, where ML models are taught to spot fraudulent activities in real time. This sample application makes use of MLOps techniques to help identify phony insurance and credit card transactions. The development and application of necessary machine learning models, such as those that forecast patient outcomes or identify potential health issues before they become serious, is made simpler by MLOps in the lucrative and crucial field of predictive healthcare.

MLOps Market Segmentation (by Value USD and Volume Units)
1 MLOps Market, by Deployment Mode (2022-2029)
• On-Premises deployment
o Installation of MLOps software
o Infrastructure on the customer’s premises
• Cloud-Based Deployment
o Use of Cloud Infrastructure
o Services to host and manage the MLOps platform
2 MLOps Market, by Organization Size (2022-2029)
• Small & Medium-Sized Enterprises
• Large enterprises
3 MLOps Market, by Industry Vertical (2022-2029)
• BFSI
• Healthcare
• Retail
• Telecommunication
• Others
4 MLOps Market, by Component (2022-2029)
• Model Deployment
• Model Training
• Model Management
• Data Management
• Monitoring and Governance
5 MLOps Market, by Application (2022-2029)
• Fraud Detection
• Predictive Maintenance
• Recommendation Engines
• Others

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MLOps Market Key Players: The study discusses the key market players who are engaged in the industry, such as market players, raw material suppliers, equipment suppliers, end users, traders, distributors, and so on. The key players in the MLOps market are

• Microsoft
1. Amazon
2. Google
3. IBM
4. Dataiku
5. Lguazio
6. Databricks
7. DataRobot, Inc.
8. Cloudera
9. Modzy
10. Algorithmia
11. HPE
12. Valohai
13. Allegro AI
14. Comet
15. FloydHub
16. Paperpace
17. Cnvrg.io

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Regional Analysis:

The report focuses on Global Regions and Market Size of MLOps, and development forecast 2021-2027, including industries, major players, suppliers worldwide, and market share by regions, with company and product introduction, position in the market including their market status and development trend by types and applications, which will provide its price and profit status, and marketing status, with 2020 as the base year.

COVID-19 Impact Analysis on MLOps Market:

The report discusses the impact of COVID-19: Since the breakout of the COVID-19 virus in December 2019, the disease has spread to practically every country on the planet, prompting the WHO to declare it a public health crisis. The worldwide effects of the coronavirus epidemic are already being noticed, and they will have a considerable influence on the MLOps industry in 2021.

Key Questions Answered in the MLOps Market Report are:


What is the function of MLOps?
What is the predicted revenue generation of the MLOps market?
At what growth rate is the MLOps market evolving?
Who are the major market giants operating in the MLOps market?
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Categories Technology
Tags mlops market , mlops market share , mlops market size
Last Updated September 15, 2023