{"product_id":"cracking-the-machine-learning-code-technicality-or-innovation-9789819727209","title":"Cracking the Machine Learning Code: Technicality or Innovation?","description":"\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","brand":"Gardners","offers":[{"title":"Default Title","offer_id":53589910061335,"sku":null,"price":17484.9,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9789819727209.jpg?v=1782718244","url":"https:\/\/payment.letskitaboo.com\/ur\/products\/cracking-the-machine-learning-code-technicality-or-innovation-9789819727209","provider":"Kitaboo One eStore","version":"1.0","type":"link"}