{"product_id":"cracking-the-machine-learning-code-technicality-or-innovation-von-kc-santosh-kc-santosh-rodrigue-rizk-und-siddhi-k-bajracharya","title":"Cracking the Machine Learning Code: Technicality or Innovation?","description":"\n                                \n                \u003cp\u003eEmploying off-the-shelf machine learning models is not an innovation. The journey through technicalities and innovation in the machine learning field is ongoing, and we hope this book serves as a compass, guiding the readers through the evolving landscape of artificial intelligence. It typically includes model selection, parameter tuning and optimization, use of pre-trained models and transfer learning, right use of limited data, model interpretability and explainability, feature engineering and autoML robustness and security, and computational cost – efficiency and scalability. Innovation in building machine learning models involves a continuous cycle of exploration, experimentation, and improvement, with a focus on pushing the boundaries of what is achievable while considering ethical implications and real-world applicability. The book is aimed at providing a clear guidance that one should not be limited to building pre-trained models to solve problems using the off-the-self basic building blocks. With primarily three different data types: numerical, textual, and image data, we offer practical applications such as predictive analysis for finance and housing, text mining from media\/news, and abnormality screening for medical imaging informatics. To facilitate comprehension and reproducibility, authors offer GitHub source code encompassing fundamental components and advanced machine learning tools.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789819727193\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789819727223\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9789819727193","offer_id":48627332481349,"sku":"9789819727193","price":171.19,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789819727223","offer_id":54769109729605,"sku":"9789819727223","price":171.19,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/e048cfa5-77ed-42a7-adae-1a70a7210663.jpg?v=1774159369","url":"https:\/\/shop.autorenwelt.de\/products\/cracking-the-machine-learning-code-technicality-or-innovation-von-kc-santosh-kc-santosh-rodrigue-rizk-und-siddhi-k-bajracharya","provider":"Autorenwelt Shop","version":"1.0","type":"link"}