arthurdouillard/deepcourse arthurdouillard/deepcourse

  • Stars
    star
    133
  • Rank 271,097 (Top 6 %)
  • Language
    Jupyter Notebook
  • License
    Apache License 2.0
  • Created over 3 years ago
  • Updated almost 3 years ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
arthurdouillard/deepcourse
github

arthurdouillard

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Learn the Deep Learning for Computer Vision in three steps: theory from base to SotA, code in PyTorch, and space-repetition with Anki

DeepCourse: Deep Learning for Computer Vision

arthurdouillard.com/deepcourse/

Picture of the website front page with the skill tree

This is a course I'm giving to the French engineering school EPITA each Fall. This course is the new version (as of 2021) of my lectures serie. It's given in around 24h, with sessions of 4 hours each made of 2 hours of lessons and 2 hours of coding.

If you find a mistake (in the lesson, notebook, or quiz), please open an issue here. Likewise, if you have ideas to improve this course (should I cover topic X? etc.), please also open an issue.

Roadmap to do

  • Add all major lessons + notebooks + quiz
  • New architectures
    • Lesson (transformer, new kind of mlp, involution, NAS, what else?)
    • Notebook transformer
    • Notebook MLP-Mixer
    • Quiz
  • Robustness (uncertainty, adversarial attack)
    • Lesson
    • Notebook
    • Quiz
  • Continual Learning + domain generalization + out-of-distribution
    • Lesson
    • Notebooks
    • Quiz
  • Graph Neural Network
  • Lesson
  • Notebooks
  • Quiz
  • Make website look nice on every kind of devices & screens

More Repositories

1

incremental_learning.pytorch

A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).
Python
383
star
2

CVPR2021_PLOP

Official code of CVPR 2021's PLOP: Learning without Forgetting for Continual Semantic Segmentation
Python
140
star
3

dytox

Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022
Python
133
star
4

keras-snapshot_ensembles

Implementation in Keras of: Snapshot Ensembles: Train 1, get M for free (https://arxiv.org/abs/1704.00109)
Python
25
star
5

keras-mobilenet

Implementation in Keras of MobileNet (https://arxiv.org/abs/1704.04861)
Python
23
star
6

keras-effnet

Implementation in Keras of Effnet (https://arxiv.org/abs/1801.06434)
Python
21
star
7

keras-shufflenet

Implementation in Keras of ShuffleNet (https://arxiv.org/abs/1707.01083)
Python
19
star
8

nalu.pytorch

Implementation of NALU & NAC (https://arxiv.org/abs/1808.00508 | DeepMind) in PyTorch.
Jupyter Notebook
17
star
9

mada.pytorch

Unfinished Work: Implementation of Multi-Adversarial Domain Adaptation (https://arxiv.org/abs/1809.02176) in Pytorch
Python
16
star
10

turing_pattern_generator

A generator of Turing patterns from an image
Jupyter Notebook
11
star
11

continual-learning-terminology

10
star
12

water_simulation

Water simulation with OpenGL
C
10
star
13

tensorflow-faceid

Faceid-like in Tensorflow using a Siamese network with contrastive loss
Python
10
star
14

awesome-deeplearning-papers

A collection of Deep Learning papers I read, sorted by category.
Python
9
star
15

keras-squeeze_and_excitation_network

Implementation in Keras of Squeeze and Excitation (https://arxiv.org/abs/1709.01507)
Python
6
star
16

Continual_Learning_Leaderboards

Learderboards of Continual Learning for various benchmarks.
4
star
17

optimizers.pytorch

A collection of Optimizers, from famous to exotic, implemented in PyTorch
Python
4
star
18

teledetection

Implementation in C of a custom k-means for clouds detection in satellite images.
C
4
star
19

FastRadixTree

Orthographic Corrector in CPP using a Trie.
C++
2
star
20

distributed_memory_mpi

Distributed memory with MPI in Python, features also map/reduce/filter!
Python
1
star
21

quiz

JavaScript
1
star
22

phd_thesis

TeX
1
star
23

Soundrain

Soundcloud music downloader
Python
1
star
24

MoviesPopularity

An app that rates movies according to its comments, incremental learning is also done.
Scala
1
star
25

Reflex-Tap

A small website (used to practice) about a fictive mobile app (english & Korean version)
HTML
1
star
26

Smart-Saleman

Basic solution for the saleman problem.
Python
1
star
27

arthurdouillard.github.io

My current blog, auto-updated from the template https://github.com/arthurdouillard/hugo-website
HTML
1
star
28

Blind-Mouse-in-a-Maze

Blind Mouse in a Maze - Interview question
C++
1
star
29

elix_anki_scrapper

Scrapper of Elix (French's Sign Language) for Anki
Jupyter Notebook
1
star
30

coursera-R-programming

Assignements of the `R Programming` course on coursera
R
1
star
31

algo_with_mpi

Some basic algos with mpi for Python (mpi4py)
Python
1
star