圖書標籤: 機器學習 深度學習 PyTorch 計算機科學 deep-learning 2020 人工智能 計算機
发表于2024-12-23
Deep Learning with PyTorch pdf epub mobi txt 電子書 下載 2024
Deep Learning with PyTorch teaches you how to implement deep learning algorithms with Python and PyTorch. This book takes you into a fascinating case study: building an algorithm capable of detecting malignant lung tumors using CT scans. As the authors guide you through this real example, you'll discover just how effective and fun PyTorch can be. After a quick introduction to the deep learning landscape, you'll explore the use of pre-trained networks and start sharpening your skills on working with tensors. You'll find out how to represent the most common types of data with tensors and how to build and train neural networks from scratch on practical examples, focusing on images and sequences.
After covering the basics, the book will take you on a journey through larger projects. The centerpiece of the book is a neural network designed for cancer detection. You'll discover ways for training networks with limited inputs and start processing data to get some results. You'll sift through the unreliable initial results and focus on how to diagnose and fix the problems in your neural network. Finally, you'll look at ways to improve your results by training with augmented data, make improvements to the model architecture, and perform other fine tuning.
what's inside
Using the PyTorch tensor API
Understanding automatic differentiation in PyTorch
Training deep neural networks
Monitoring training and visualizing results
Implementing modules and loss functions
Loading data in Python for PyTorch
Interoperability with NumPy
Deploying a PyTorch model for inference
Eli Stevens has worked in Silicon Valley for the past 15 years as a software engineer, and the past 7 years as Chief Technical Officer of a startup making medical device software.
Luca Antiga is co-founder and CEO of an AI engineering company located in Bergamo, Italy, and a regular contributor to PyTorch.
官方的入門文檔。例子簡單明瞭,介紹的內容是DNN必須掌握的邏輯和技能,特彆實用。讀完這個再看其它實例,更加容易上手。
評分一本入門科普書。
評分最為一個萌新,並沒有感受到有大傢所稱贊的那樣好……
評分入門級,畫得很用心,但是感覺讀起來有點費勁
評分官方的入門文檔。例子簡單明瞭,介紹的內容是DNN必須掌握的邏輯和技能,特彆實用。讀完這個再看其它實例,更加容易上手。
評分
評分
評分
評分
Deep Learning with PyTorch pdf epub mobi txt 電子書 下載 2024