Deep Learning Book
β Ian Goodfellow, Yoshua Bengio, Aaron Courville
π Library
π
2016
π MIT Press
π English
β¦ LIBER β¦
π
The Little Book of Deep Learning
β Scribed by FranΓ§ois Fleuret
- Publisher
- Universite de Geneve
- Year
- 2023
- Tongue
- English
- Leaves
- 167
- Edition
- 1.1
- Category
- Library
β¬ Acquire This Volume
No coin nor oath required. For personal study only.
β¦ Synopsis
This book is a short introduction to deep learning for readers with a STEM background. It aims at providing the necessary background to understand landmark AI models for image generation and language understanding.
β¦ Table of Contents
Contents
List of figures
Foreword
Foundations
Machine Learning
Learning from data
Basis function regression
Under and overfitting
Categories of models
Efficient computation
GPUs, TPUs, and batches
Tensors
Training
Losses
Autoregressive models
Gradient descent
Backpropagation
The value of depth
Training protocols
The benefits of scale
Deep models
Model components
The notion of layer
Linear layers
Activation functions
Pooling
Dropout
Normalizing layers
Skip connections
Attention layers
Token embedding
Positional encoding
Architectures
Multi-Layer Perceptrons
Convolutional networks
Attention models
Applications
Prediction
Image denoising
Image classification
Object detection
Semantic segmentation
Speech recognition
Text-image representations
Reinforcement learning
Synthesis
Text generation
Image generation
The missing bits
Bibliography
Index
π SIMILAR VOLUMES
The Little Learner: A Straight Line to D
β Daniel P. Friedman, Anurag Mendhekar
π Library
π
2023
π The MIT Press
π English
A highly accessible, step-by-step introduction to deep learning, written in an engaging, question-and-answer style. The Little Learner introduces deep learning from the bottom up, inviting students to learn by doing. With the characteristic humor and Socratic approach of classroom favorites The L
The Grey Book // Constitution of Deep Sp
β L.L Nunn
π Library
π
1930
π Deep Springs
π English
This consitution outlines the basic tenents of deep springs college in the form of collected letters between L.L Nunn and early students. It is required reading for anyone entering the college.
Grokking Deep Reinforcement Learning (Bo
β Miguel Morales
π Library
π
2020
π Manning Publications
π English
We all learn through trial and error. We avoid the things that cause us to experience pain and failure. We embrace and build on the things that give us reward and success. This common pattern is the foundation of deep reinforcement learning: building machine learning systems that explore and learn b
Mama's Little Book of Tricks: Keep the K
β Lynn Brunelle
π Library
π
2013
π Chronicle Books LLC
π English
<B>Goofy games, silly stunts, and fun facts to stop boredom in its tracks—whether the kids are in a supermarket line or on a cross-country trip!</B><br/>When the kids are having a meltdown, savvy parents will keep their cool with this compendium of silly games, unexpected stunts, and wow-induc
The Science of Deep Learning
β Iddo Drori
π Library
π
2023
π Independently Published
π English
The Science of Deep Learning emerged from courses taught by the author that have provided thousands of students with training and experience for their academic studies. prepared them for careers in deep learning, machine learning. artificial intelligence in top companies in industry and academia. Th