{"product_id":"methods-and-applications-of-deep-and-machine-learning-models-including-gan-9789999329347","title":"Methods and Applications of Deep and Machine Learning Models including GAN","description":"\u003cp\u003e • Author(s): Mainak Biswas\u003cbr\u003e • Publisher: Eliva Press\u003cbr\u003e • Publisher Imprint: Eliva Press\u003cbr\u003e • BISAC: Computer Engineering\u003c\/p\u003e\u003cp\u003eThis book offers a rich compilation of cutting-edge research showcasing the transformative power of deep learning and machine learning in addressing real-world challenges. From enhancing medical diagnostics and precision agriculture to improving image resolution and sentiment analysis, each chapter blends theoretical depth with practical relevance. Featuring advanced neural architectures-including GANs, transformers, attention modules, and hybrid models-the volume covers topics such as URGAN-based image enhancement, pneumonia detection using a fusion of EfficientNetV2, CBAM, BreastNet, and ViT, transformer-driven crop disease diagnosis, sentiment stratification, and geospectral weather forecasting via recursive networks. Authored by researchers from Kalinga Institute of Industrial Technology and partner institutions, this work serves as a valuable resource for scholars, practitioners, and students aiming to harness AI for impactful solutions.\u003c\/p\u003e","brand":"Eliva Press","offers":[{"title":"Paperback","offer_id":47574891135127,"sku":"9789999329347","price":4168.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9789999329347.webp?v=1774896615","url":"https:\/\/atlanticbooks.com\/products\/methods-and-applications-of-deep-and-machine-learning-models-including-gan-9789999329347","provider":"Atlantic Books","version":"1.0","type":"link"}