[Book] How to Advance AI Machine Learning with Limited Data (No. 2269)
【Available for preview】 ☆ No need for a large amount of training data! Data augmentation through generative AI, transfer learning, and multi-task learning!
Book Title: How to Advance AI and Machine Learning with Limited Data, and Develop Explainable AI －－－－－－－－－－－－－－－－－－－－－ ☆ Why did AI come to that answer! What are the grounds for judgment and reliability! －－－－－－－－－－－－－－－－－－－－－ ■ Key Points of Each Chapter Chapter 1 ★ Analytical methods based on types/models! ★ How to accurately measure model performance! Chapter 2 ★ Identifying truly necessary data and recognizing missing data! ★ The impact of data missingness on decision-making! Chapter 3 ★ How to properly document experimental records! ★ How to appropriately accumulate and manage research data! Chapter 4 ★ Simply repeating learning does not lead to improved prediction accuracy! ★ Data augmentation methods that take advantage of hallucinations in generative AI! Chapter 5 ★ Reducing development costs through shortened learning time, rapid model updates! ★ How to achieve advanced language processing capabilities through performance improvement!! Chapter 6 ★ Ensuring fairness, explainability, and transparency in AI and machine learning! Chapter 7 ★ Considerations when using data for machine learning! ★ To realize trustworthy AI!
basic information
■ Table of Contents Chapter 1: Types and Methods of AI (Artificial Intelligence) / Machine Learning Chapter 2: Data Processing, Cleansing, and Feature Selection Chapter 3: Data Collection, Storage, and Database Construction Chapter 4: Methods for Training and Utilizing Machine Learning and AI with Limited Data Chapter 5: Improving Accuracy of Machine Learning and AI and Reducing Training Time Chapter 6: Explainable AI / Black Box Analysis Techniques and Their Implementation and Utilization in Business Chapter 7: Fairness, Quality Assurance, and Reliability Evaluation －－－－－－－－－－－－－－－－－－－－－ ● Publication Date: October 31, 2024 ● Format: A4, 389 pages ● Authors: 55 individuals ● ISBN: 978-4-86798-048-4 －－－－－－－－－－－－－－－－－－－－－
Price information
88,000 yen (including tax) [shipping included] Various discount programs are available. Please contact us.
Price range
P2
Delivery Time
P2
Model number/Brand name
2269 AI and Machine Learning
Applications/Examples of results
For more details, please contact us.
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[Book] How to Advance AI and Machine Learning with Limited Data, Improve Accuracy, and Develop Explainable AI (No. 2269)
☆No need for a large amount of training data! Data augmentation through generative AI, transfer learning, and multi-task learning! ☆Why did the AI come to that answer? What are the grounds for judgment and reliability! －－－－－－－－－－－－－－－－－－－－－ ■ Table of Contents Chapter 1: Types and Methods of AI (Artificial Intelligence) / Machine Learning Chapter 2: Data Processing, Cleansing, and Feature Selection Chapter 3: Data Collection, Accumulation, and Database Construction Chapter 4: How to Train and Utilize Machine Learning and AI with Limited Data Chapter 5: Improving the Accuracy of Machine Learning and AI and Reducing Learning Time Chapter 6: Explainable AI / Black Box Analysis Techniques and Their Implementation and Utilization in Business Chapter 7: Fairness, Quality Assurance, and Reliability Evaluation －－－－－－－－－－－－－－－－－－－－－ ●Publication Date: October 31, 2024 ●Format: A4 size, 389 pages ●Authors: 55 individuals ●ISBN: 978-4-86798-048-4 －－－－－－－－－－－－－－－－－－－－－
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Notice of Participation in the 29th Earthquake Disaster Prevention Technology Exhibition from February 6 (Thursday) to February 7 (Friday), 2025.
Top Water Systems Co., Ltd. will be exhibiting at the "29th Disaster Prevention Technology Exhibition" held at Pacifico Yokohama. This exhibition focuses on measures against the Tokyo metropolitan area earthquake, recovery from the Noto Peninsula earthquake and complex disasters, and aims to promote disaster reduction through "Disaster Prevention × Technology." We plan to showcase our mobile RO sterile pure water system for disaster situations, "TOP Rescue XRO." Additionally, on the 6th (Thursday) from 15:45 to 16:30, our representative will give a presentation in Hall E. We sincerely look forward to your visit.
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Notice of Participation in "Meet New Solution in OTA 2025" on February 7, 2025 (Friday)
Top Water Systems Co., Ltd. will be exhibiting at "Meet New Solution in OTA 2025," held at the Ota City Industrial Plaza PiO. This exhibition, themed around the keywords "Meet," "Inspire," "Challenge," "Dream," and "Support," brings together companies that create new solutions to address social issues, serving as a beacon of challenge and creativity from Ota City. We plan to showcase our mobile RO sterile pure water system for disaster situations, "TOP Rescue RO5." We sincerely look forward to your visit.
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