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Tiny Machine Learning (TinyML) - Global Market Share and Ranking, Overall Sales and Demand Forecast 2024-2030
Published Date: June 2024
|
Report Code: QYRE-Auto-9Q10786
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Global Tiny Machine Learning TinyML Market Research Report 2022
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Tiny Machine Learning (TinyML) - Global Market Share and Ranking, Overall Sales and Demand Forecast 2024-2030

Code: QYRE-Auto-9Q10786
Report
June 2024
Pages:91
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES

Tiny Machine Learning (TinyML) - Market Size

The global market for Tiny Machine Learning (TinyML) was estimated to be worth US$ 1025 million in 2023 and is forecast to a readjusted size of US$ 3478.4 million by 2030 with a CAGR of 9.8% during the forecast period 2024-2030

Tiny Machine Learning (TinyML) - Market

Tiny Machine Learning (TinyML) - Market

Tiny Machine Learning (TinyML) is a field of study in Machine Learning and Embedded Systems that explores the types of models you can run on small, low-powered devices like microcontrollers.
The market size has grown at a moderate pace over the past few years with a high growth rate, and the market is expected to grow significantly over the forecast period.

Report Scope

This report aims to provide a comprehensive presentation of the global market for Tiny Machine Learning (TinyML), focusing on the total sales revenue, key companies market share and ranking, together with an analysis of Tiny Machine Learning (TinyML) by region & country, by Type, and by Application.
The Tiny Machine Learning (TinyML) market size, estimations, and forecasts are provided in terms of sales revenue ($ millions), considering 2023 as the base year, with history and forecast data for the period from 2019 to 2030. With both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Tiny Machine Learning (TinyML).
Market Segmentation

Scope of Tiny Machine Learning (TinyML) - Market Report

Report Metric Details
Report Name Tiny Machine Learning (TinyML) - Market
Forecasted market size in 2030 US$ 3478.4 million
CAGR 9.8%
Forecasted years 2024 - 2030
Segment by Type:
  • C Language
  • Java
Segment by Application
  • Manufacturing
  • Retail
  • Agriculture
  • Healthcare
By Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia) Rest of Europe
  • Nordic Countries
  • Asia-Pacific (China, Japan, South Korea)
  • Southeast Asia (India, Australia)
  • Rest of Asia
  • Latin America (Mexico, Brazil)
  • Rest of Latin America
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company Google, Microsoft, ARM, STMicroelectronics, Cartesian, Meta Platforms/Facebook, EdgeImpulse Inc.
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Introduces the report scope of the report, global total market size. This chapter also provides the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by manufacturers in the industry, and the analysis of relevant policies in the industry.
  • Chapter 2: Detailed analysis of Tiny Machine Learning (TinyML) manufacturers competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
  • Chapter 3: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
  • Chapter 4: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
  • Chapter 5: Revenue of Tiny Machine Learning (TinyML) in regional level. It provides a quantitative analysis of the market size and development potential of each region and introduces the market development, future development prospects, market space, and market size of each country in the world.
  • Chapter 6: Revenue of Tiny Machine Learning (TinyML) in country level. It provides sigmate data by Type, and by Application for each country/region.
  • Chapter 7: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product revenue, gross margin, product introduction, recent development, etc.
  • Chapter 8: Analysis of industrial chain, including the upstream and downstream of the industry.
  • Chapter 9: Conclusion.

FAQ for this report

What is the Tiny Machine Learning (TinyML) - Market size in 2030?

Ans: The Tiny Machine Learning (TinyML) - Market size in 2030 will be US$ 3478.4 million.

Who are the main players in the Tiny Machine Learning (TinyML) - Market report?

Ans: The main players in the Tiny Machine Learning (TinyML) - Market are Google, Microsoft, ARM, STMicroelectronics, Cartesian, Meta Platforms/Facebook, EdgeImpulse Inc.

What are the Application segmentation covered in the Tiny Machine Learning (TinyML) - Market report?

Ans: The Applications covered in the Tiny Machine Learning (TinyML) - Market report are Manufacturing, Retail, Agriculture, Healthcare

What are the Type segmentation covered in the Tiny Machine Learning (TinyML) - Market report?

Ans: The Types covered in the Tiny Machine Learning (TinyML) - Market report are C Language, Java

1 Market Overview
1.1 Tiny Machine Learning (TinyML) Product Introduction
1.2 Global Tiny Machine Learning (TinyML) Market Size Forecast
1.3 Tiny Machine Learning (TinyML) Market Trends & Drivers
1.3.1 Tiny Machine Learning (TinyML) Industry Trends
1.3.2 Tiny Machine Learning (TinyML) Market Drivers & Opportunity
1.3.3 Tiny Machine Learning (TinyML) Market Challenges
1.3.4 Tiny Machine Learning (TinyML) Market Restraints
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Competitive Analysis by Company
2.1 Global Tiny Machine Learning (TinyML) Players Revenue Ranking (2023)
2.2 Global Tiny Machine Learning (TinyML) Revenue by Company (2019-2024)
2.3 Key Companies Tiny Machine Learning (TinyML) Manufacturing Base Distribution and Headquarters
2.4 Key Companies Tiny Machine Learning (TinyML) Product Offered
2.5 Key Companies Time to Begin Mass Production of Tiny Machine Learning (TinyML)
2.6 Tiny Machine Learning (TinyML) Market Competitive Analysis
2.6.1 Tiny Machine Learning (TinyML) Market Concentration Rate (2019-2024)
2.6.2 Global 5 and 10 Largest Companies by Tiny Machine Learning (TinyML) Revenue in 2023
2.6.3 Global Top Companies by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Tiny Machine Learning (TinyML) as of 2023)
2.7 Mergers & Acquisitions, Expansion
3 Segmentation by Type
3.1 Introduction by Type
3.1.1 C Language
3.1.2 Java
3.2 Global Tiny Machine Learning (TinyML) Sales Value by Type
3.2.1 Global Tiny Machine Learning (TinyML) Sales Value by Type (2019 VS 2023 VS 2030)
3.2.2 Global Tiny Machine Learning (TinyML) Sales Value, by Type (2019-2030)
3.2.3 Global Tiny Machine Learning (TinyML) Sales Value, by Type (%) (2019-2030)
4 Segmentation by Application
4.1 Introduction by Application
4.1.1 Manufacturing
4.1.2 Retail
4.1.3 Agriculture
4.1.4 Healthcare
4.2 Global Tiny Machine Learning (TinyML) Sales Value by Application
4.2.1 Global Tiny Machine Learning (TinyML) Sales Value by Application (2019 VS 2023 VS 2030)
4.2.2 Global Tiny Machine Learning (TinyML) Sales Value, by Application (2019-2030)
4.2.3 Global Tiny Machine Learning (TinyML) Sales Value, by Application (%) (2019-2030)
5 Segmentation by Region
5.1 Global Tiny Machine Learning (TinyML) Sales Value by Region
5.1.1 Global Tiny Machine Learning (TinyML) Sales Value by Region: 2019 VS 2023 VS 2030
5.1.2 Global Tiny Machine Learning (TinyML) Sales Value by Region (2019-2024)
5.1.3 Global Tiny Machine Learning (TinyML) Sales Value by Region (2025-2030)
5.1.4 Global Tiny Machine Learning (TinyML) Sales Value by Region (%), (2019-2030)
5.2 North America
5.2.1 North America Tiny Machine Learning (TinyML) Sales Value, 2019-2030
5.2.2 North America Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
5.3 Europe
5.3.1 Europe Tiny Machine Learning (TinyML) Sales Value, 2019-2030
5.3.2 Europe Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
5.4 Asia Pacific
5.4.1 Asia Pacific Tiny Machine Learning (TinyML) Sales Value, 2019-2030
5.4.2 Asia Pacific Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
5.5 South America
5.5.1 South America Tiny Machine Learning (TinyML) Sales Value, 2019-2030
5.5.2 South America Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
5.6 Middle East & Africa
5.6.1 Middle East & Africa Tiny Machine Learning (TinyML) Sales Value, 2019-2030
5.6.2 Middle East & Africa Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
6 Segmentation by Key Countries/Regions
6.1 Key Countries/Regions Tiny Machine Learning (TinyML) Sales Value Growth Trends, 2019 VS 2023 VS 2030
6.2 Key Countries/Regions Tiny Machine Learning (TinyML) Sales Value
6.3 United States
6.3.1 United States Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.3.2 United States Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.3.3 United States Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
6.4 Europe
6.4.1 Europe Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.4.2 Europe Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.4.3 Europe Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
6.5 China
6.5.1 China Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.5.2 China Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.5.3 China Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
6.6 Japan
6.6.1 Japan Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.6.2 Japan Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.6.3 Japan Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
6.7 South Korea
6.7.1 South Korea Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.7.2 South Korea Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.7.3 South Korea Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
6.8 Southeast Asia
6.8.1 Southeast Asia Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.8.2 Southeast Asia Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.8.3 Southeast Asia Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
6.9 India
6.9.1 India Tiny Machine Learning (TinyML) Sales Value, 2019-2030
6.9.2 India Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
6.9.3 India Tiny Machine Learning (TinyML) Sales Value by Application, 2023 VS 2030
7 Company Profiles
7.1 Google
7.1.1 Google Profile
7.1.2 Google Main Business
7.1.3 Google Tiny Machine Learning (TinyML) Products, Services and Solutions
7.1.4 Google Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.1.5 Google Recent Developments
7.2 Microsoft
7.2.1 Microsoft Profile
7.2.2 Microsoft Main Business
7.2.3 Microsoft Tiny Machine Learning (TinyML) Products, Services and Solutions
7.2.4 Microsoft Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.2.5 Microsoft Recent Developments
7.3 ARM
7.3.1 ARM Profile
7.3.2 ARM Main Business
7.3.3 ARM Tiny Machine Learning (TinyML) Products, Services and Solutions
7.3.4 ARM Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.3.5 STMicroelectronics Recent Developments
7.4 STMicroelectronics
7.4.1 STMicroelectronics Profile
7.4.2 STMicroelectronics Main Business
7.4.3 STMicroelectronics Tiny Machine Learning (TinyML) Products, Services and Solutions
7.4.4 STMicroelectronics Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.4.5 STMicroelectronics Recent Developments
7.5 Cartesian
7.5.1 Cartesian Profile
7.5.2 Cartesian Main Business
7.5.3 Cartesian Tiny Machine Learning (TinyML) Products, Services and Solutions
7.5.4 Cartesian Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.5.5 Cartesian Recent Developments
7.6 Meta Platforms/Facebook
7.6.1 Meta Platforms/Facebook Profile
7.6.2 Meta Platforms/Facebook Main Business
7.6.3 Meta Platforms/Facebook Tiny Machine Learning (TinyML) Products, Services and Solutions
7.6.4 Meta Platforms/Facebook Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.6.5 Meta Platforms/Facebook Recent Developments
7.7 EdgeImpulse Inc.
7.7.1 EdgeImpulse Inc. Profile
7.7.2 EdgeImpulse Inc. Main Business
7.7.3 EdgeImpulse Inc. Tiny Machine Learning (TinyML) Products, Services and Solutions
7.7.4 EdgeImpulse Inc. Tiny Machine Learning (TinyML) Revenue (US$ Million) & (2019-2024)
7.7.5 EdgeImpulse Inc. Recent Developments
8 Industry Chain Analysis
8.1 Tiny Machine Learning (TinyML) Industrial Chain
8.2 Tiny Machine Learning (TinyML) Upstream Analysis
8.2.1 Key Raw Materials
8.2.2 Raw Materials Key Suppliers
8.2.3 Manufacturing Cost Structure
8.3 Midstream Analysis
8.4 Downstream Analysis (Customers Analysis)
8.5 Sales Model and Sales Channels
8.5.1 Tiny Machine Learning (TinyML) Sales Model
8.5.2 Sales Channel
8.5.3 Tiny Machine Learning (TinyML) Distributors
9 Research Findings and Conclusion
10 Appendix
10.1 Research Methodology
10.1.1 Methodology/Research Approach
10.1.2 Data Source
10.2 Author Details
10.3 Disclaimer
List of Tables
    Table 1. Tiny Machine Learning (TinyML) Market Trends
    Table 2. Tiny Machine Learning (TinyML) Market Drivers & Opportunity
    Table 3. Tiny Machine Learning (TinyML) Market Challenges
    Table 4. Tiny Machine Learning (TinyML) Market Restraints
    Table 5. Global Tiny Machine Learning (TinyML) Revenue by Company (2019-2024) & (US$ Million)
    Table 6. Global Tiny Machine Learning (TinyML) Revenue Market Share by Company (2019-2024)
    Table 7. Key Companies Tiny Machine Learning (TinyML) Manufacturing Base Distribution and Headquarters
    Table 8. Key Companies Tiny Machine Learning (TinyML) Product Type
    Table 9. Key Companies Time to Begin Mass Production of Tiny Machine Learning (TinyML)
    Table 10. Global Tiny Machine Learning (TinyML) Companies Market Concentration Ratio (CR5 and HHI)
    Table 11. Global Top Companies Market Share by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Tiny Machine Learning (TinyML) as of 2023)
    Table 12. Mergers & Acquisitions, Expansion Plans
    Table 13. Global Tiny Machine Learning (TinyML) Sales Value by Type: 2019 VS 2023 VS 2030 (US$ Million)
    Table 14. Global Tiny Machine Learning (TinyML) Sales Value by Type (2019-2024) & (US$ Million)
    Table 15. Global Tiny Machine Learning (TinyML) Sales Value by Type (2025-2030) & (US$ Million)
    Table 16. Global Tiny Machine Learning (TinyML) Sales Market Share in Value by Type (2019-2024) & (%)
    Table 17. Global Tiny Machine Learning (TinyML) Sales Market Share in Value by Type (2025-2030) & (%)
    Table 18. Global Tiny Machine Learning (TinyML) Sales Value by Application: 2019 VS 2023 VS 2030 (US$ Million)
    Table 19. Global Tiny Machine Learning (TinyML) Sales Value by Application (2019-2024) & (US$ Million)
    Table 20. Global Tiny Machine Learning (TinyML) Sales Value by Application (2025-2030) & (US$ Million)
    Table 21. Global Tiny Machine Learning (TinyML) Sales Market Share in Value by Application (2019-2024) & (%)
    Table 22. Global Tiny Machine Learning (TinyML) Sales Market Share in Value by Application (2025-2030) & (%)
    Table 23. Global Tiny Machine Learning (TinyML) Sales Value by Region: 2019 VS 2023 VS 2030 (US$ Million)
    Table 24. Global Tiny Machine Learning (TinyML) Sales Value by Region (2019-2024) & (US$ Million)
    Table 25. Global Tiny Machine Learning (TinyML) Sales Value by Region (2025-2030) & (US$ Million)
    Table 26. Global Tiny Machine Learning (TinyML) Sales Value by Region (2019-2024) & (%)
    Table 27. Global Tiny Machine Learning (TinyML) Sales Value by Region (2025-2030) & (%)
    Table 28. Key Countries/Regions Tiny Machine Learning (TinyML) Sales Value Growth Trends, (US$ Million): 2019 VS 2023 VS 2030
    Table 29. Key Countries/Regions Tiny Machine Learning (TinyML) Sales Value, (2019-2024) & (US$ Million)
    Table 30. Key Countries/Regions Tiny Machine Learning (TinyML) Sales Value, (2025-2030) & (US$ Million)
    Table 31. Google Basic Information List
    Table 32. Google Description and Business Overview
    Table 33. Google Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 34. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of Google (2019-2024)
    Table 35. Google Recent Developments
    Table 36. Microsoft Basic Information List
    Table 37. Microsoft Description and Business Overview
    Table 38. Microsoft Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 39. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of Microsoft (2019-2024)
    Table 40. Microsoft Recent Developments
    Table 41. ARM Basic Information List
    Table 42. ARM Description and Business Overview
    Table 43. ARM Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 44. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of ARM (2019-2024)
    Table 45. ARM Recent Developments
    Table 46. STMicroelectronics Basic Information List
    Table 47. STMicroelectronics Description and Business Overview
    Table 48. STMicroelectronics Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 49. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of STMicroelectronics (2019-2024)
    Table 50. STMicroelectronics Recent Developments
    Table 51. Cartesian Basic Information List
    Table 52. Cartesian Description and Business Overview
    Table 53. Cartesian Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 54. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of Cartesian (2019-2024)
    Table 55. Cartesian Recent Developments
    Table 56. Meta Platforms/Facebook Basic Information List
    Table 57. Meta Platforms/Facebook Description and Business Overview
    Table 58. Meta Platforms/Facebook Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 59. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of Meta Platforms/Facebook (2019-2024)
    Table 60. Meta Platforms/Facebook Recent Developments
    Table 61. EdgeImpulse Inc. Basic Information List
    Table 62. EdgeImpulse Inc. Description and Business Overview
    Table 63. EdgeImpulse Inc. Tiny Machine Learning (TinyML) Products, Services and Solutions
    Table 64. Revenue (US$ Million) in Tiny Machine Learning (TinyML) Business of EdgeImpulse Inc. (2019-2024)
    Table 65. EdgeImpulse Inc. Recent Developments
    Table 66. Key Raw Materials Lists
    Table 67. Raw Materials Key Suppliers Lists
    Table 68. Tiny Machine Learning (TinyML) Downstream Customers
    Table 69. Tiny Machine Learning (TinyML) Distributors List
    Table 70. Research Programs/Design for This Report
    Table 71. Key Data Information from Secondary Sources
    Table 72. Key Data Information from Primary Sources
    Table 73. Business Unit and Senior & Team Lead Analysts
List of Figures
    Figure 1. Tiny Machine Learning (TinyML) Product Picture
    Figure 2. Global Tiny Machine Learning (TinyML) Sales Value, 2019 VS 2023 VS 2030 (US$ Million)
    Figure 3. Global Tiny Machine Learning (TinyML) Sales Value (2019-2030) & (US$ Million)
    Figure 4. Tiny Machine Learning (TinyML) Report Years Considered
    Figure 5. Global Tiny Machine Learning (TinyML) Players Revenue Ranking (2023) & (US$ Million)
    Figure 6. The 5 and 10 Largest Manufacturers in the World: Market Share by Tiny Machine Learning (TinyML) Revenue in 2023
    Figure 7. Tiny Machine Learning (TinyML) Market Share by Company Type (Tier 1, Tier 2, and Tier 3): 2019 VS 2023
    Figure 8. C Language Picture
    Figure 9. Java Picture
    Figure 10. Global Tiny Machine Learning (TinyML) Sales Value by Type (2019 VS 2023 VS 2030) & (US$ Million)
    Figure 11. Global Tiny Machine Learning (TinyML) Sales Value Market Share by Type, 2023 & 2030
    Figure 12. Product Picture of Manufacturing
    Figure 13. Product Picture of Retail
    Figure 14. Product Picture of Agriculture
    Figure 15. Product Picture of Healthcare
    Figure 16. Global Tiny Machine Learning (TinyML) Sales Value by Application (2019 VS 2023 VS 2030) & (US$ Million)
    Figure 17. Global Tiny Machine Learning (TinyML) Sales Value Market Share by Application, 2023 & 2030
    Figure 18. North America Tiny Machine Learning (TinyML) Sales Value (2019-2030) & (US$ Million)
    Figure 19. North America Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
    Figure 20. Europe Tiny Machine Learning (TinyML) Sales Value (2019-2030) & (US$ Million)
    Figure 21. Europe Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
    Figure 22. Asia Pacific Tiny Machine Learning (TinyML) Sales Value (2019-2030) & (US$ Million)
    Figure 23. Asia Pacific Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
    Figure 24. South America Tiny Machine Learning (TinyML) Sales Value (2019-2030) & (US$ Million)
    Figure 25. South America Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
    Figure 26. Middle East & Africa Tiny Machine Learning (TinyML) Sales Value (2019-2030) & (US$ Million)
    Figure 27. Middle East & Africa Tiny Machine Learning (TinyML) Sales Value by Country (%), 2023 VS 2030
    Figure 28. Key Countries/Regions Tiny Machine Learning (TinyML) Sales Value (%), (2019-2030)
    Figure 29. United States Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 30. United States Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 31. United States Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 32. Europe Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 33. Europe Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 34. Europe Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 35. China Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 36. China Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 37. China Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 38. Japan Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 39. Japan Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 40. Japan Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 41. South Korea Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 42. South Korea Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 43. South Korea Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 44. Southeast Asia Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 45. Southeast Asia Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 46. Southeast Asia Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 47. India Tiny Machine Learning (TinyML) Sales Value, (2019-2030) & (US$ Million)
    Figure 48. India Tiny Machine Learning (TinyML) Sales Value by Type (%), 2023 VS 2030
    Figure 49. India Tiny Machine Learning (TinyML) Sales Value by Application (%), 2023 VS 2030
    Figure 50. Tiny Machine Learning (TinyML) Industrial Chain
    Figure 51. Tiny Machine Learning (TinyML) Manufacturing Cost Structure
    Figure 52. Channels of Distribution (Direct Sales, and Distribution)
    Figure 53. Bottom-up and Top-down Approaches for This Report
    Figure 54. Data Triangulation
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