Deep Learning

Artificial intelligence and machine learning: Topic wise explanation

leonardoaraujosantos.gitbooks.io

Grokking Deep Learning for Computer Vision

Practical Deep Learning for Cloud, Mobile, and Edge

Dive into Deep Learning

d2l.ai

oreilly.com

Math and Architectures of Deep Learning

TensorFlow 2.0 in Action

Deep Learning for Natural Language Processing

Deep Learning Patterns and Practices

Inside Deep Learning

Deep Learning with Python, Second Edition

Evolutionary Deep Learning

Engineering Deep Learning Platforms

Deep Learning with R, Second Edition

Regularization in Deep Learning

Jax in Action

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow

knowledgeisle.com

Courses

46 projects

Machine Learning - Stanford

class.coursera.org

Machine Learning - Caltech

work.caltech.edu

Machine Learning - Carnegie Mellon

cs.cmu.edu

Neural Networks for Machine Learning

class.coursera.org

Neural networks class

Vision and learning - computers and brains

web.mit.edu

Convolutional Neural Networks for Visual Recognition - Stanford

vision.stanford.edu

Deep Learning for Natural Language Processing - Stanford

cs224d.stanford.edu

Neural Networks - usherbrooke

info.usherbrooke.ca

Machine Learning - Oxford

cs.ox.ac.uk

Deep Learning - Nvidia

developer.nvidia.com

Graduate Summer School: Deep Learning, Feature Learning

Deep Learning - Udacity/Google

udacity.com

Deep Learning - UWaterloo

Statistical Machine Learning - CMU

Designing, Visualizing and Understanding Deep Neural Networks-UC Berkeley

Deep Learning Course

college-de-france.fr

MIT 6.S094: Deep Learning for Self-Driving Cars

UVA Deep Learning Course

uvadlc.github.io

selfdrivingcars.mit.edu

MIT 6.S191: Introduction to Deep Learning

introtodeeplearning.com

Berkeley CS 294: Deep Reinforcement Learning

rll.berkeley.edu

Keras in Motion video course

Practical Deep Learning For Coders

course.fast.ai

Introduction to Deep Learning

deeplearning.cs.cmu.edu

AI for Everyone

deeplearning.ai

MIT Intro to Deep Learning 7 day bootcamp

introtodeeplearning.com

Deep Blueberry: Deep Learning

mithi.github.io

Spinning Up in Deep Reinforcement Learning

spinningup.openai.com

Deep Learning Specialization on Coursera

coursera.org

Deep Learning - UC Berkeley | STAT-157

Machine Learning for Mere Mortals video course

Machine Learning Crash Course from Google

developers.google.com

Deep Learning from the Foundations

course.fast.ai

Deep Reinforcement Learning (nanodegree) - Udacity

udacity.com

Grokking Deep Learning in Motion

Face Detection with Computer Vision and Deep Learning

udemy.com

Deep Learning Online Course list at Classpert

classpert.com

AWS Machine Learning

aws.training

Intro to Deep Learning with PyTorch

udacity.com

Deep Learning by Kaggle

kaggle.com

Yann LeCun’s Deep Learning Course at CDS

cds.nyu.edu

Neural Networks and Deep Learning

webcms3.cse.unsw.edu.au

Deep Learning A.I.Shelf

aishelf.org

Videos and Lectures

36 projects

How To Create A Mind

Deep Learning, Self-Taught Learning and Unsupervised Feature Learning

Recent Developments in Deep Learning

The Unreasonable Effectiveness of Deep Learning

Deep Learning of Representations

Principles of Hierarchical Temporal Memory

Machine Learning Discussion Group - Deep Learning w/ Stanford AI Lab

Making Sense of the World with Deep Learning

vimeo.com

Demystifying Unsupervised Feature Learning

Visual Perception with Deep Learning

The Next Generation of Neural Networks

The wonderful and terrifying implications of computers that can learn

ted.com

Unsupervised Deep Learning - Stanford

web.stanford.edu

Natural Language Processing

web.stanford.edu

A beginners Guide to Deep Neural Networks

googleresearch.blogspot.com

Deep Learning: Intelligence from Big Data

Introduction to Artificial Neural Networks and Deep Learning

NIPS 2016 lecture and workshop videos

nips.cc

Deep Learning Crash Course

Deep Learning Crash Course

Deep Learning with R in Motion

Medical Imaging with Deep Learning Tutorial

Deepmind x UCL Deeplearning

Deepmind x UCL Reinforcement Learning

CMU 11-785 Intro to Deep learning Spring 2020

Machine Learning CS 229

What is Neural Structured Learning by Andrew Ferlitsch

Deep Learning Design Patterns by Andrew Ferlitsch

Architecture of a Modern CNN: the design pattern approach by Andrew Ferlitsch

Metaparameters in a CNN by Andrew Ferlitsch

Multi-task CNN: a real-world example by Andrew Ferlitsch

A friendly introduction to deep reinforcement learning by Luis Serrano

What are GANs and how do they work? by Edward Raff

Coding a basic WGAN in PyTorch by Edward Raff

Training a Reinforcement Learning Agent by Miguel Morales

Understand what is Deep Learning

scaler.com

Papers

50 projects

ImageNet Classification with Deep Convolutional Neural Networks

papers.nips.cc

Using Very Deep Autoencoders for Content Based Image Retrieval

Learning Deep Architectures for AI

iro.umontreal.ca

Introduction to Deep Learning

deeplearning.cs.cmu.edu

Neural Networks for Named Entity Recognition

nlp.stanford.edu

Training tricks by YB

iro.umontreal.ca

Geoff Hinton's reading list (all papers)

Supervised Sequence Labelling with Recurrent Neural Networks

Statistical Language Models based on Neural Networks

Training Recurrent Neural Networks

cs.utoronto.ca

Recursive Deep Learning for Natural Language Processing and Computer Vision

LSTM: A Search Space Odyssey

A Critical Review of Recurrent Neural Networks for Sequence Learning

Visualizing and Understanding Recurrent Networks

Wojciech Zaremba, Ilya Sutskever, An Empirical Exploration of Recurrent Network Architectures

jmlr.org

Recurrent Neural Network based Language Model

Extensions of Recurrent Neural Network Language Model

Recurrent Neural Network based Language Modeling in Meeting Recognition

Deep Neural Networks for Acoustic Modeling in Speech Recognition

cs224d.stanford.edu

Speech Recognition with Deep Recurrent Neural Networks

Reinforcement Learning Neural Turing Machines

GRU - Gated Recurrent Unit

Google - Sequence to Sequence Learning with Neural Networks

papers.nips.cc

Memory Networks

Policy Learning with Continuous Memory States for Partially Observed Robotic Control

Microsoft - Jointly Modeling Embedding and Translation to Bridge Video and Language

Neural Turing Machines

Ask Me Anything: Dynamic Memory Networks for Natural Language Processing

Mastering the Game of Go with Deep Neural Networks and Tree Search

Image-to-Image Translation with Conditional Adversarial Networks

MobileNets by Google

Cross Audio-Visual Recognition in the Wild Using Deep Learning

Dynamic Routing Between Capsules

Matrix Capsules With Em Routing

openreview.net

Efficient BackProp

yann.lecun.com

Generative Adversarial Nets

Fast R-CNN

FaceNet: A Unified Embedding for Face Recognition and Clustering

Siamese Neural Networks for One-shot Image Recognition

cs.cmu.edu

Unsupervised Translation of Programming Languages

Matching Networks for One Shot Learning

papers.nips.cc

VOLO: Vision Outlooker for Visual Recognition

ViT: An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

proceedings.mlr.press

DeepFaceDrawing: Deep Generation of Face Images from Sketches

geometrylearning.com

Tutorials

26 projects

UFLDL Tutorial 1

deeplearning.stanford.edu

UFLDL Tutorial 2

ufldl.stanford.edu

Deep Learning for NLP (without Magic)

socher.org

A Deep Learning Tutorial: From Perceptrons to Deep Networks

toptal.com

Deep Learning from the Bottom up

metacademy.org

Deep Learning Tutorial

deeplearning.net

Neural Networks for Matlab

uk.mathworks.com

Torch7 Tutorials

Tutorial materials for the 2012 IPAM Graduate Summer School on Deep Learning and Feature Learning using Theano and Torch.

Lua1309 years ago

VGG Convolutional Neural Networks Practical

robots.ox.ac.uk

TensorFlow tutorials

A collection of simple tutorials introducing deep learning concepts using Google's TensorFlow framework.

Jupyter Notebook6,0272 years ago

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