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세계의 자동 머신러닝 솔루션 시장 보고서(2025년)
Automated Machine Learning Solution Global Market Report 2025
상품코드 : 1681849
리서치사 : The Business Research Company
발행일 : On Demand Report
페이지 정보 : 영문 200 Pages
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한글목차

자동 머신러닝 솔루션 시장 규모는 향후 수년간 비약적인 성장이 예상됩니다. 프로세스에 대한 수요 증가, 금융 부문의 자동화 요구 증가, 다양한 산업 분야의 채용 증가, 교육에 대한 관심 증가로 인한 예측 기간의 주요 동향으로는 구독형 모델, 기술 진보, 클라우드 및 서버리스 컴퓨팅 등이 있습니다.

효과적인 부정 감지 솔루션에 대한 수요가 증가함에 따라 향후 자동 머신러닝 솔루션 시장 확대에 박차를 가할 것으로 예상됩니다. 다양한 도구, 기술 및 기법이 포함되어 있습니다. Crimes Enforcement Network가 2023년 2월에 보고한 바와 같이, 수표 사기와 관련된 SAR(의심스러운 활동 보고)의 건수는 2022년에 들어가도 증가 경향이 계속되어, 68만건을 넘어, 전년으로부터 거의 배증하고 있습니다.그 결과, 효과적인 부정 검지 솔루션에 대한 수요 증가가 자동화된 머신러닝 솔루션 시장의 성장을 주도할 것으로 예상됩니다.

자동 머신러닝 솔루션 시장의 주요 기업은 시장에서의 지위를 강화하기 위해 새로운 기술적 진보를 적극적으로 도입하고 있습니다. 자동 머신 러닝(ML) 솔루션의 혁신은 합리적이고 효율적인 머신 러닝 모델 개발을 촉진하기 위해 모델의 해석 가능성 향상과 원활한 통합에 중점을 둡니다. 2023년 4월 싱가포르를 기반으로 자동 머신러닝 솔루션 플랫폼을 제공하는 Fintech 기업 AND Solutions Pte Ltd.는 NIKO AutoML 플랫폼을 발표했습니다. 이 혁신적인 머신러닝 도구는 예측 모델 작성을 단순화하고 가속화하도록 설계되었습니다. 다양한 툴과 기능을 갖춘 NIKO AutoML 플랫폼은 코딩 및 데이터 사이언스 전문 지식 없이 고품질의 머신러닝 모델을 빠르고 쉽게 개발하고 배포할 수 있습니다. 사용자 친화적인 인터페이스는 프로세스의 각 단계를 통해 사용자를 안내하고 전통적인 접근법과 관련된 일반적인 시간의 몇 분의 1의 시간에 최적의 결과를 제공합니다. NIKO AutoML은 빠르고 정확한 모델링, 워크플로우 간소화, 생산성 향상, 비용 효과 등 몇 가지 장점을 제공합니다.

목차

제1장 주요 요약

제2장 시장 특징

제3장 시장 동향과 전략

제4장 시장 - 금리, 인플레이션, 지정학, 코로나, 회복이 시장에 미치는 영향을 포함한 거시경제 시나리오

제5장 세계의 성장 분석과 전략 분석 프레임워크

제6장 시장 세분화

제7장 지역별, 국가별 분석

제8장 아시아태평양 시장

제9장 중국 시장

제10장 인도 시장

제11장 일본 시장

제12장 호주 시장

제13장 인도네시아 시장

제14장 한국 시장

제15장 서유럽 시장

제16장 영국 시장

제17장 독일 시장

제18장 프랑스 시장

제19장 이탈리아 시장

제20장 스페인 시장

제21장 동유럽 시장

제22장 러시아 시장

제23장 북미 시장

제24장 미국 시장

제25장 캐나다 시장

제26장 남미 시장

제27장 브라질 시장

제28장 중동 시장

제29장 아프리카 시장

제30장 경쟁 구도와 기업 프로파일

제31장 기타 주요 기업 및 혁신 기업

제32장 세계 시장 경쟁 벤치마킹과 대시보드

제33장 주요 인수합병(M&A)

제34장 최근 시장 동향

제35장 시장의 잠재력이 높은 국가, 부문, 전략

제36장 부록

SHW
영문 목차

영문목차

Automated machine learning solutions, categorized as software platforms, streamline and automate the entire process of developing machine learning models. These AutoML solutions are designed to automate crucial tasks in the machine learning model development lifecycle, including feature engineering, model selection, hyperparameter tuning, and model evaluation. This comprehensive automation simplifies the intricate workflow associated with building machine learning models.

The primary offerings of automated machine learning solutions include platforms and services, and they can be deployed either on-premise or on the cloud. In a broader context, a platform serves as a foundation or framework supporting various activities, functions, or applications. AutoML platforms offer an integrated environment that facilitates the seamless execution of the end-to-end machine learning process. Enterprises, ranging from large enterprises to SMEs, across industries such as BFSI, retail and e-commerce, healthcare, and manufacturing, deploy automated machine learning solutions to enhance their machine learning capabilities.

The automated machine learning solution market research report is one of a series of new reports from The Business Research Company that provides automated machine learning solution market statistics, including automated machine learning solution industry global market size, regional shares, competitors with an automated machine learning solution market share, detailed automated machine learning solution market segments, market trends and opportunities, and any further data you may need to thrive in the automated machine learning solution industry. This automated machine learning solution market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The automated machine learning solution market size has grown exponentially in recent years. It will grow from $2.12 billion in 2024 to $3.13 billion in 2025 at a compound annual growth rate (CAGR) of 47.9%. The growth in the historic period can be attributed to growing demand for predictive models, data-driven decision-making, increasing demand for predictive lead scoring systems, optimization of processes.

The automated machine learning solution market size is expected to see exponential growth in the next few years. It will grow to $14.89 billion in 2029 at a compound annual growth rate (CAGR) of 47.7%. The growth in the forecast period can be attributed to increasing demand for efficient fraud detection solutions, demand for intelligent business processes is rising, rising need to automate the financial sector, increasing adoption in various industries, emerging educational interest. Major trends in the forecast period include subscription-based models, technological advancement, cloud and serverless computing,.

The growing demand for effective fraud detection solutions is expected to fuel the expansion of the automated machine learning solution market in the future. Fraud detection solutions encompass a range of tools, technologies, and methodologies aimed at identifying and preventing fraudulent activities within various systems, processes, or transactions. Machine learning is increasingly being utilized in fraud detection applications to address the escalating threat of financial fraud. For instance, in February 2023, as reported by the Financial Crimes Enforcement Network, a U.S.-based government agency, the upward trend continued into 2022, with the number of SARs (Suspicious Activity Reports) related to check fraud exceeding 680,000, nearly doubling the filings from the previous year. Consequently, the rising demand for effective fraud detection solutions is expected to drive the growth of the automated machine learning solution market.

Key players in the automated machine learning solution market are actively embracing new technological advancements to fortify their market positions. Technological innovations in automated machine learning (ML) solutions focus on improved model interpretability and seamless integration to facilitate streamlined and efficient machine learning model development. In April 2023, AND Solutions Pte Ltd., a Singapore-based fintech company providing automated machine learning solution platforms, introduced the NIKO AutoML platform. This innovative machine-learning tool is designed to simplify and accelerate the creation of prediction models. Equipped with various tools and functionalities, the NIKO AutoML platform empowers users to swiftly and effortlessly develop and deploy high-quality machine learning models without requiring coding or data science expertise. The user-friendly interface guides users through each step of the process, delivering optimal results in a fraction of the time typically associated with traditional approaches. NIKO AutoML offers several advantages, including rapid and accurate model creation, streamlined workflow, heightened productivity, and cost-effectiveness.

In January 2023, MCKINSEY & COMPANY INC., a U.S.-based management consulting firm, acquired Iguazio LTD. for an undisclosed amount. This acquisition is intended to enhance McKinsey's AI deployment capabilities, facilitating scalable, real-time AI solutions that deliver increased business value for clients. By combining Iguazio's advanced technology with QuantumBlack, McKinsey aims to provide industry-specific AI solutions with greater efficiency and reliability. Iguazio LTD is an Israel-based software development company specializing in automated machine learning solutions.

Major companies operating in the automated machine learning solution market report are Microsoft Corporation, Amazon Web Services Inc., Microsoft Azure Automated Machine Learning, International Business Machines Corporation, Oracle, SAS Institute Inc., Databricks, Alteryx, H2O.ai, EdgeVerve Systems Limited, Dataiku, Datarobot Inc., KNIME, Rasa, Peltarion, RapidMiner, Auger.AI, BigML, dotData Inc., Big Squid Inc., Determined.ai Inc., Turi (formerly GraphLab), Turing Analytics

North America was the largest region in the automated machine learning solution market in 2024. The regions covered in the automated machine learning solution market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the automated machine learning solutions market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain

The automated machine learning solutions market consist of revenues earned by entities by providing services such as automated machine learning solutions services. AutoML solutions aim to automate these tasks, enabling individuals with diverse backgrounds to leverage machine learning without extensive manual intervention. The market value includes the value of related goods sold by the service provider or included within the service offering. Automated machine learning solutions market also include sales of cloud-based services, virtual reality, and augmented reality systems that are used in providing solutions for enhanced automated machine learning solutions and the overall well-being of individuals. Values in this market are 'factory gate' values, that is, the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors, and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Automated Machine Learning Solution Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on automated machine learning solution market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

Where is the largest and fastest growing market for automated machine learning solution ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The automated machine learning solution market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

The forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.

Scope

Table of Contents

1. Executive Summary

2. Automated Machine Learning Solution Market Characteristics

3. Automated Machine Learning Solution Market Trends And Strategies

4. Automated Machine Learning Solution Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Covid And Recovery On The Market

5. Global Automated Machine Learning Solution Growth Analysis And Strategic Analysis Framework

6. Automated Machine Learning Solution Market Segmentation

7. Automated Machine Learning Solution Market Regional And Country Analysis

8. Asia-Pacific Automated Machine Learning Solution Market

9. China Automated Machine Learning Solution Market

10. India Automated Machine Learning Solution Market

11. Japan Automated Machine Learning Solution Market

12. Australia Automated Machine Learning Solution Market

13. Indonesia Automated Machine Learning Solution Market

14. South Korea Automated Machine Learning Solution Market

15. Western Europe Automated Machine Learning Solution Market

16. UK Automated Machine Learning Solution Market

17. Germany Automated Machine Learning Solution Market

18. France Automated Machine Learning Solution Market

19. Italy Automated Machine Learning Solution Market

20. Spain Automated Machine Learning Solution Market

21. Eastern Europe Automated Machine Learning Solution Market

22. Russia Automated Machine Learning Solution Market

23. North America Automated Machine Learning Solution Market

24. USA Automated Machine Learning Solution Market

25. Canada Automated Machine Learning Solution Market

26. South America Automated Machine Learning Solution Market

27. Brazil Automated Machine Learning Solution Market

28. Middle East Automated Machine Learning Solution Market

29. Africa Automated Machine Learning Solution Market

30. Automated Machine Learning Solution Market Competitive Landscape And Company Profiles

31. Automated Machine Learning Solution Market Other Major And Innovative Companies

32. Global Automated Machine Learning Solution Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The Automated Machine Learning Solution Market

34. Recent Developments In The Automated Machine Learning Solution Market

35. Automated Machine Learning Solution Market High Potential Countries, Segments and Strategies

36. Appendix

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