Neural Networks with Python, Second Edition (Paperback)

Idioma: inglés

Editorial: Gitforgits, 2026

9349174499 / 9789349174498

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Paperback. This book is the modern neural networks foundation, and it's taught the way it should be.The way neural networks function has changed, of course, and this second edition has to change too. It's all rebuilt around the latest versions of Python 3.14, NumPy 2.0 and PyTorch 2.0, so it'll be the only framework you'll need to get up to speed quickly. The likes of TensorFlow, Keras, RNNs, GANs and capsule networks are now a thing of the past. Now, the big players in the AI world are convolutional networks, attention and transformers, vision transformers, Kolmogorov-Arnold networks, state space models, diffusion transformers and multimodal language models. This book is all about building a single application using the same data, training it using a single pipeline. That way, you can compare it directly with other applications and see how it really compares. It's all done by hand in NumPy, then rebuilt in PyTorch, so nothing stays a black box.This book is written for data scientists and AI engineers who want depth without the dependency bloat, keeping its toolkit to five libraries and its focus on understanding. The book makes you capable to read any new architecture paper and recognise the parts, because you'll have built them yourself.Key LearningsBuild modern architecture by hand in NumPy, and then rebuild it in PyTorch.Split work cleanly and write one training loop that drives architecture unchanged.Diagnose overfitting with learning curves, then apply the full regularization toolkit.Design convolutional networks that treat images as spatial objects, not flat vectors.Implement attention and transformers from scaled dot-product to full encoder blocks.Cut images into patches and train vision transformers from scratch.Build diffusion models that generate crisp images through iterative denoising.Compare architectures honestly using one dataset, one seed, one pipeline.Recognize the reusable parts inside any new architecture paper you read.Table of ContentSetting up Neural Network StackData Pipelines with NumPy and PandasFeedforward Networks in DepthConvolutional Networks for Visual TasksAutoencoders and Variational AutoencodersAttention and TransformersVision TransformersKolmogorov-Arnold NetworksState Space ModelsDiffusion Models and Diffusion TransformersMultimodal LLMs This item is printed on demand. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.…

N° de ref. del artículo 9789349174498

Título
Neural Networks with Python, Second Edition (Paperback)
Autor
Mei Wong
Editorial
Gitforgits
Año de publicación
2026
Estado
new
Encuadernación
Paperback
Idioma
inglés
ISBN 10
9349174499
ISBN 13
9789349174498
Edición
2ª Edición

AussieBookSeller

Truganina, VIC, Australia

Vendedor de 5 estrellas

Vendedor de IberLibro desde 22 de junio de 2007

Tarifas de envío de Australia a Estados Unidos de America

ArtículoDe 25 a 45 días hábilesDe 8 a 14 días hábiles
Primer artículoEUR 33,21EUR 39,49
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Truganina, VIC Australia 3029