{"product_id":"hands-on-machine-learning-with-python-implement-neural-network-solutions-with-scikit-learn-and-pytorch-9781484279205","title":"Hands-On Machine Learning with Python: Implement Neural Network Solutions with Scikit-Learn and Pytorch","description":"Here is the perfect comprehensive guide for readers with basic to intermediate level knowledge of machine learning and deep learning. It introduces tools such as NumPy for numerical processing, Pandas for panel data analysis, Matplotlib for visualization, Scikit-learn for machine learning, and Pytorch for deep learning with Python. It also serves as a long-term reference manual for the practitioners who will find solutions to commonly occurring scenarios.\u003cbr\u003eThe book is divided into three sections. The first section introduces you to number crunching and data analysis tools using Python with in-depth explanation on environment configuration, data loading, numerical processing, data analysis, and visualizations. The second section covers machine learning basics and Scikit-learn library. It also explains supervised learning, unsupervised learning, implementation, and classification of regression algorithms, and ensemble learning methods in an easy manner with theoreticaland practical lessons. The third section explains complex neural network architectures with details on internal working and implementation of convolutional neural networks. The final chapter contains a detailed end-to-end solution with neural networks in Pytorch.\u003cbr\u003eAfter completing \u003ci\u003eHands-on Machine Learning with Python\u003c\/i\u003e, you will be able to implement machine learning and neural network solutions and extend them to your advantage. \u003cbr\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eReview data structures in NumPy and Pandas \u003c\/li\u003e\n\u003cli\u003eDemonstrate machine learning techniques and algorithm\u003c\/li\u003e\n\u003cli\u003eUnderstand supervised learning and unsupervised learning \u003c\/li\u003e\n\u003cli\u003eExamine convolutional neural networks and Recurrent neural networks\u003c\/li\u003e\n\u003cli\u003eGet acquainted with scikit-learn and PyTorch\u003c\/li\u003e\n\u003cli\u003ePredict sequences in recurrent neural networks and long short term memory \u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cbr\u003eData scientists, machine learning engineers, and software professionals with basic skills in Python programming.\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003eAshwin Pajankar holds a Master of Technology from IIIT Hyderabad, and has over 25 years of programming experience. He started his journey in programming and electronics with BASIC programming language and is now proficient in Assembly programming, C, C++, Java, Shell Scripting, and Python. Other technical experience includes single board computers such as Raspberry Pi and Banana Pro, and Arduino. He is currently a freelance online instructor teaching programming bootcamps to more than 60,000 students from tech companies and colleges. His Youtube channel has an audience of 10000 subscribers and he has published more than 15 books on programming and electronics with many international publications.\u003cbr\u003eAditya Joshi has worked in data science and machine learning engineering roles since the completion of his MS (By Research) from IIIT Hyderabad. He has conducted tutorials, workshops, invited lectures, and full courses for students and professionals who want to move tothe field of data science. His past academic research publications include works on natural language processing, specifically fine grain sentiment analysis and code mixed text. He has been the organizing committee member and program committee member of academic conferences on data science and natural language processing.\u003cbr\u003e\u003cbr\u003e","brand":"Apress","offers":[{"title":"Default Title","offer_id":50486289563922,"sku":"9781484279205","price":46.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_ce0b21f5-a64d-435c-91fc-a008a4a9b329.jpg?v=1730423041","url":"https:\/\/surprise-castle.myshopify.com\/products\/hands-on-machine-learning-with-python-implement-neural-network-solutions-with-scikit-learn-and-pytorch-9781484279205","provider":"Surprise Castle","version":"1.0","type":"link"}