[Book] How to Advance AI and Machine Learning with Limited Data, Improve Accuracy, and Develop Explainable AI (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, Development of 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 and 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!

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We have introduced our commercial aroma diffuser "Majesta Fragrance" at a karaoke bar located in the city. The model we installed is [MF-02S]. From the moment customers open the door, a gentle fragrance spreads throughout the store, enhancing the atmosphere. We hope to create a memorable store that customers will want to visit again through the use of fragrance. Majesta Fragrance is available for a free trial installation exclusively in the Kanto area. If you are interested in our fragrance services, please feel free to contact us.

We have introduced our Majesta Fragrance in the restrooms of a company located in the city. The model we implemented is the compact-sized MFmini. By adding fragrance to the clean space, we have created an environment where users can spend their time more comfortably. The restroom, which is used daily, has become a more pleasant and high-quality space.

Thank you very much for always using Majesta Fragrance. Our company will be open as usual during the Obon period. Please feel free to contact us for inquiries about scent arrangements or the introduction of commercial aroma diffusers.

High Strength, Low Cost: The Economic Advantages of Carbon Steel Frames Carbon steel is inherently strong, and this high structural strength ensures stable wind resistance while allowing for a simple support structure, reducing the need for extra components. This also lowers the wear rate during transportation, enabling further savings in material costs and installation expenses. Transportation and Construction: Streamlining the Entire Project The advantages of carbon steel frames are also evident in the transportation and construction phases. Standardized designs simplify on-site installation and shorten construction periods. For example, carbon steel frames can be packaged using a combination of wooden sticks and iron ties, improving unloading efficiency and increasing transport volume. This reduces construction time and labor costs, distributing the overall burden of the project across all stages. Technological Innovation: Breakthroughs in Corrosion Resistance With the evolution of material technology, the corrosion treatment of carbon steel frames has also significantly advanced. Grace Solar has adapted to the technological trends in process development, and all current carbon steel frames utilize AlMgZn coating. At the same time, to meet the special requirements of each project, our company offers custom options for hot-dip galvanizing.

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