{"product_id":"neural-networks-with-python-9788119177486","title":"Neural Networks with Python","description":"\u003cp\u003e\u003cstrong\u003e\"Neural Networks with Python\" serves as an introductory guide for those taking their first steps into neural network development with Python.\u003c\/strong\u003e It's tailored to assist beginners in understanding the foundational elements of neural networks and to provide them with the confidence to delve deeper into this intriguing area of machine learning\u003cstrong\u003e.\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eIn this book, readers will embark on a learning journey, starting from the very basics of Python programming, progressing through essential concepts, and gradually building up to more complex neural network architectures. \u003cstrong\u003eThe book simplifies the learning process by using relatable examples and datasets, making the concepts accessible to everyone. You will be introduced to various neural network architectures such as Feedforward, Convolutional, and Recurrent Neural Networks, among others. Each type is explained in a clear and concise manner, with practical examples to illustrate their applications.\u003c\/strong\u003e The book emphasizes the real-world applications and practical aspects of neural network development, rather than just theoretical knowledge.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eReaders will also find guidance on how to troubleshoot and refine their neural network models. The goal is to equip you with a solid understanding of how to create efficient and effective neural networks, while also being mindful of the common challenges that may arise.\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBy the end of your journey with this book, you will have a foundational understanding of neural networks within the Python ecosystem and be prepared to apply this knowledge to real-world scenarios. \u003cstrong\u003e\"Neural Networks with Python\" aims to be your stepping stone into the vast world of machine learning, empowering you to build upon this knowledge and explore more advanced topics in the future.\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003eKey Learnings\u003cul\u003e\n\u003cli\u003eMaster Python for machine learning, from setup to complex models.\u003c\/li\u003e\n\u003cli\u003eGain flexibility with diverse neural network architectures for various problems.\u003c\/li\u003e\n\u003cli\u003eHands-on experience in building, training, and fine-tuning neural networks.\u003c\/li\u003e\n\u003cli\u003eLearn strategic approaches for troubleshooting and optimizing neural models.\u003c\/li\u003e\n\u003cli\u003eGrasp advanced topics like autoencoders, capsule networks, and attention mechanisms.\u003c\/li\u003e\n\u003cli\u003eAcquire skills in crucial data preprocessing and augmentation techniques.\u003c\/li\u003e\n\u003cli\u003eUnderstand and apply optimization techniques and hyperparameter tuning.\u003c\/li\u003e\n\u003cli\u003eImplement an end-to-end machine learning project, from data to deployment.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003eTable of Content\u003col\u003e\n\u003cli\u003ePython, TensorFlow, and your First Neural Network\u003c\/li\u003e\n\u003cli\u003eDeep Dive into Feedforward Networks\u003c\/li\u003e\n\u003cli\u003eConvolutional Networks for Visual Tasks\u003c\/li\u003e\n\u003cli\u003eRecurrent Networks for Sequence Data\u003c\/li\u003e\n\u003cli\u003eData Generation with GANs\u003c\/li\u003e\n\u003cli\u003eTransformers for Complex Tasks\u003c\/li\u003e\n\u003cli\u003eAutoencoders for Data Compression and Generation\u003c\/li\u003e\n\u003cli\u003eCapsule Networks\u003c\/li\u003e\n\u003c\/ol\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Gitforgits\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/02\/2023\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9788119177486\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 178\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.70lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.38d","brand":"Mei Wong","offers":[{"title":"Default Title","offer_id":44524569231541,"sku":"9788119177486","price":55.24,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_b911af3b-0184-40db-bbd4-c49bbfe58547.jpg?v=1722920111","url":"https:\/\/pastforward.org\/products\/neural-networks-with-python-9788119177486","provider":"Past Forward","version":"1.0","type":"link"}