Global Marine Battery Competitive Landscape Professional Research Report 2025
Description
Research Summary
A marine battery is a specially designed deep-cycle battery used to power electrical systems and equipment on boats and other marine vessels. Unlike a typical automotive battery, which is designed for short bursts of power to start an engine, a marine battery is engineered to provide a steady and reliable flow of power over extended periods. Marine batteries are designed with thicker and more durable plates to withstand the demands of deep discharges and frequent recharging. They are also built to handle the vibrations and movement associated with being on the water. Marine batteries come in different types, including flooded lead-acid batteries, gel batteries, and AGM (Absorbent Glass Mat) batteries. They are typically available in various sizes and capacities to accommodate the specific power requirements of the boat and its electrical systems. Marine batteries are used to power various equipment such as navigation lights, pumps, refrigeration systems, radios, fish finders, and other onboard electronics, ensuring reliable power supply for extended periods while out on the water.
According to DIResearch's in-depth investigation and research, the global Marine Battery market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Marine Battery include Corvus Energy, EST-Floattech, Akasol, EVE Battery, Spear Power Systems, Forsee Power, XALT Energy, Saft, Lithium Werks, Siemens, Toshiba Corporation, Furukawa Battery, CATL, PowerTech Systems etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Marine Battery. Focus on analysing the market share, product portfolio, prices, sales, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global Marine Battery market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Marine Battery market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of Marine Battery industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of Marine Battery Include:
Corvus Energy
EST-Floattech
Akasol
EVE Battery
Spear Power Systems
Forsee Power
XALT Energy
Saft
Lithium Werks
Siemens
Toshiba Corporation
Furukawa Battery
CATL
PowerTech Systems
Marine Battery Product Segment Include:
Lithium Iron Phosphate Battery
Lead-Acid Batteries
Others
Marine Battery Product Application Include:
Ocean Freighter
Port Tugboat
Fishing Boat
Sightseeing Boat
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Marine Battery Industry PESTEL Analysis
Chapter 3: Global Marine Battery Industry Porter’s Five Forces Analysis
Chapter 4: Global Marine Battery Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Marine Battery Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Marine Battery Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
A marine battery is a specially designed deep-cycle battery used to power electrical systems and equipment on boats and other marine vessels. Unlike a typical automotive battery, which is designed for short bursts of power to start an engine, a marine battery is engineered to provide a steady and reliable flow of power over extended periods. Marine batteries are designed with thicker and more durable plates to withstand the demands of deep discharges and frequent recharging. They are also built to handle the vibrations and movement associated with being on the water. Marine batteries come in different types, including flooded lead-acid batteries, gel batteries, and AGM (Absorbent Glass Mat) batteries. They are typically available in various sizes and capacities to accommodate the specific power requirements of the boat and its electrical systems. Marine batteries are used to power various equipment such as navigation lights, pumps, refrigeration systems, radios, fish finders, and other onboard electronics, ensuring reliable power supply for extended periods while out on the water.
According to DIResearch's in-depth investigation and research, the global Marine Battery market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Marine Battery include Corvus Energy, EST-Floattech, Akasol, EVE Battery, Spear Power Systems, Forsee Power, XALT Energy, Saft, Lithium Werks, Siemens, Toshiba Corporation, Furukawa Battery, CATL, PowerTech Systems etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Marine Battery. Focus on analysing the market share, product portfolio, prices, sales, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global Marine Battery market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Marine Battery market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of Marine Battery industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of Marine Battery Include:
Corvus Energy
EST-Floattech
Akasol
EVE Battery
Spear Power Systems
Forsee Power
XALT Energy
Saft
Lithium Werks
Siemens
Toshiba Corporation
Furukawa Battery
CATL
PowerTech Systems
Marine Battery Product Segment Include:
Lithium Iron Phosphate Battery
Lead-Acid Batteries
Others
Marine Battery Product Application Include:
Ocean Freighter
Port Tugboat
Fishing Boat
Sightseeing Boat
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Marine Battery Industry PESTEL Analysis
Chapter 3: Global Marine Battery Industry Porter’s Five Forces Analysis
Chapter 4: Global Marine Battery Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Marine Battery Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Marine Battery Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Marine Battery Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
Table of Contents
170 Pages
- 1 Marine Battery Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Marine Battery Product by Type
- 1.2.1 Lithium Iron Phosphate Battery
- 1.2.2 Lead-Acid Batteries
- 1.2.3 Others
- 1.3 Marine Battery Product by Application
- 1.3.1 Ocean Freighter
- 1.3.2 Port Tugboat
- 1.3.3 Fishing Boat
- 1.3.4 Sightseeing Boat
- 1.3.5 Others
- 1.4 Global Marine Battery Market Revenue and Sales Analysis
- 1.4.1 Global Marine Battery Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Marine Battery Sales Market Size Analysis (2020-2032)
- 1.4.3 Global Marine Battery Market Sales Price Trend Analysis (2020-2032)
- 1.5 Marine Battery Industry Trends and Innovation
- 1.5.1 Marine Battery Industry Trends and Innovation
- 1.5.2 Marine Battery Market Drivers and Challenges
- 2 Marine Battery Market PESTEL Analysis
- 2.1 Political Factors Analysis
- 2.2 Economic Factors Analysis
- 2.3 Social Factors Analysis
- 2.4 Technological Factors Analysis
- 2.5 Environmental Factors Analysis
- 2.6 Legal Factors Analysis
- 3 Marine Battery Market Porter's Five Forces Analysis
- 3.1 Competitive Rivalry
- 3.2 Threat of New Entrants
- 3.3 Bargaining Power of Suppliers
- 3.4 Bargaining Power of Buyers
- 3.5 Threat of Substitutes
- 4 Global Marine Battery Market Analysis by Regions
- 4.1 Global Marine Battery Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Marine Battery Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Marine Battery Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Marine Battery Revenue and Market Share Forecast by Region (2026-2032)
- 4.3 Global Marine Battery Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global Marine Battery Sales and Market Share by Region (2020-2025)
- 4.3.2 Global Marine Battery Sales and Market Share Forecast by Region (2026-2032)
- 4.4 Global Marine Battery Sales Price Trend Analysis (2020-2032)
- 5 Global Marine Battery Market Size by Type and Application
- 5.1 Global Marine Battery Market Size by Type
- 5.1.1 Global Marine Battery Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global Marine Battery Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global Marine Battery Market Size by Application
- 5.2.1 Global Marine Battery Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global Marine Battery Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America Marine Battery Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Marine Battery Market Size by Type
- 6.3.1 North America Marine Battery Sales by Type (2020-2032)
- 6.3.2 North America Marine Battery Revenue by Type (2020-2032)
- 6.4 North America Marine Battery Market Size by Application
- 6.4.1 North America Marine Battery Sales by Application (2020-2032)
- 6.4.2 North America Marine Battery Revenue by Application (2020-2032)
- 6.5 North America Marine Battery Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Marine Battery Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Marine Battery Market Size by Type
- 7.3.1 Europe Marine Battery Sales by Type (2020-2032)
- 7.3.2 Europe Marine Battery Revenue by Type (2020-2032)
- 7.4 Europe Marine Battery Market Size by Application
- 7.4.1 Europe Marine Battery Sales by Application (2020-2032)
- 7.4.2 Europe Marine Battery Revenue by Application (2020-2032)
- 7.5 Europe Marine Battery Market Size by Country
- 7.5.1 Germany
- 7.5.2 France
- 7.5.3 United Kingdom
- 7.5.4 Italy
- 7.5.5 Spain
- 7.5.6 Benelux
- 8 China
- 8.1 China Marine Battery Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Marine Battery Market Size by Type
- 8.3.1 China Marine Battery Sales by Type (2020-2032)
- 8.3.2 China Marine Battery Revenue by Type (2020-2032)
- 8.4 China Marine Battery Market Size by Application
- 8.4.1 China Marine Battery Sales by Application (2020-2032)
- 8.4.2 China Marine Battery Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Marine Battery Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Marine Battery Market Size by Type
- 9.3.1 APAC (excl. China) Marine Battery Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) Marine Battery Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) Marine Battery Market Size by Application
- 9.4.1 APAC (excl. China) Marine Battery Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) Marine Battery Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) Marine Battery Market Size by Country
- 9.5.1 Japan
- 9.5.2 South Korea
- 9.5.3 India
- 9.5.4 Australia
- 9.5.5 Southeast Asia
- 10 Latin America
- 10.1 Latin America Marine Battery Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Marine Battery Market Size by Type
- 10.3.1 Latin America Marine Battery Sales by Type (2020-2032)
- 10.3.2 Latin America Marine Battery Revenue by Type (2020-2032)
- 10.4 Latin America Marine Battery Market Size by Application
- 10.4.1 Latin America Marine Battery Sales by Application (2020-2032)
- 10.4.2 Latin America Marine Battery Revenue by Application (2020-2032)
- 10.5 Latin America Marine Battery Market Size by Country
- 10.6 Latin America Marine Battery Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Marine Battery Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Marine Battery Market Size by Type
- 11.3.1 Middle East & Africa Marine Battery Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa Marine Battery Revenue by Type (2020-2032)
- 11.4 Middle East & Africa Marine Battery Market Size by Application
- 11.4.1 Middle East & Africa Marine Battery Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa Marine Battery Revenue by Application (2020-2032)
- 11.5 Middle East Marine Battery Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Marine Battery Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global Marine Battery Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global Marine Battery Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global Marine Battery Average Sales Price by Manufacturers (2021-2025)
- 12.2 Marine Battery Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Marine Battery Competitive Landscape Analysis
- 12.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales
- 12.2.3 Market Dynamic
- 13 Key Companies Analysis
- 13.1 Corvus Energy
- 13.1.1 Corvus Energy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 Corvus Energy Marine Battery Product Portfolio
- 13.1.3 Corvus Energy Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 EST-Floattech
- 13.2.1 EST-Floattech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 EST-Floattech Marine Battery Product Portfolio
- 13.2.3 EST-Floattech Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 Akasol
- 13.3.1 Akasol Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Akasol Marine Battery Product Portfolio
- 13.3.3 Akasol Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 EVE Battery
- 13.4.1 EVE Battery Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 EVE Battery Marine Battery Product Portfolio
- 13.4.3 EVE Battery Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 Spear Power Systems
- 13.5.1 Spear Power Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 Spear Power Systems Marine Battery Product Portfolio
- 13.5.3 Spear Power Systems Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 Forsee Power
- 13.6.1 Forsee Power Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Forsee Power Marine Battery Product Portfolio
- 13.6.3 Forsee Power Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 XALT Energy
- 13.7.1 XALT Energy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 XALT Energy Marine Battery Product Portfolio
- 13.7.3 XALT Energy Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 Saft
- 13.8.1 Saft Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Saft Marine Battery Product Portfolio
- 13.8.3 Saft Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 Lithium Werks
- 13.9.1 Lithium Werks Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Lithium Werks Marine Battery Product Portfolio
- 13.9.3 Lithium Werks Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 Siemens
- 13.10.1 Siemens Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Siemens Marine Battery Product Portfolio
- 13.10.3 Siemens Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.11 Toshiba Corporation
- 13.11.1 Toshiba Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Toshiba Corporation Marine Battery Product Portfolio
- 13.11.3 Toshiba Corporation Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.12 Furukawa Battery
- 13.12.1 Furukawa Battery Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 Furukawa Battery Marine Battery Product Portfolio
- 13.12.3 Furukawa Battery Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.13 CATL
- 13.13.1 CATL Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.13.2 CATL Marine Battery Product Portfolio
- 13.13.3 CATL Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.14 PowerTech Systems
- 13.14.1 PowerTech Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.14.2 PowerTech Systems Marine Battery Product Portfolio
- 13.14.3 PowerTech Systems Marine Battery Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Marine Battery Industry Chain Analysis
- 14.2 Marine Battery Industry Raw Material and Suppliers Analysis
- 14.2.1 Marine Battery Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Marine Battery Typical Downstream Customers
- 14.4 Marine Battery Sales Channel Analysis
- 15 Research Findings and Conclusion
- 16 Methodology and Data Source
- 16.1 Methodology/Research Approach
- 16.2 Research Scope
- 16.3 Benchmarks and Assumptions
- 16.4 Date Source
- 16.4.1 Primary Sources
- 16.4.2 Secondary Sources
- 16.5 Data Cross Validation
- 16.6 Disclaimer
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