awesome-computer-vision-deep-learning

An(other) awesome list of resources for deep learning and computer vision

João Fernando Mari

joaofmari.github.io

Books

Scipy Lecture Notes

Deep Learning. MIT Press, 2016.

Dive into Deep Learning

Courses and minicourses

Learn TensorFlow and deep learning, without a Ph.D.

Everything you wanted to know about Deep Learning for Computer Vision but were afraid to ask

Material para o minicurso Deep Learning

Yann LeCun’s Deep Learning Course at CDS

Practical Deep Learning for Coders 2022

CS231n: Convolutional Neural Networks for Visual Recognition

MIT 6.S191: Introduction to Deep Learning

PyTorch (Facebook). Udacity

TensorFlow (Google). Udacity

SIN-393 - Introducao à visão computacional (2022-2)

SIN-392 - Introdução ao Processamento Digital de Imagens (2022-1)

Reviews and surveys

Deep learning

Como funciona o Deep Learning

Deep Convolutional Neural Networks for Image Classification: A Comprehensive Review

Deep learning for visual understanding: A review

Visualizing and Understanding Convolutional Networks

A State-of-the-Art Survey on Deep Learning Theory and Architectures

Tutorials

PyTorch Tutorials

TRAINING A CLASSIFIER

FINETUNING TORCHVISION MODELS

TRANSFER LEARNING FOR COMPUTER VISION TUTORIAL

DATASETS & DATALOADERS

WRITING CUSTOM DATASETS, DATALOADERS AND TRANSFORMS

OPTIMIZING MODEL PARAMETERS

SAVE AND LOAD THE MODEL

INTRODUCTION TO PYTORCH - YOUTUBE SERIES

Microsoft. Train your image classifier model with PyTorch.

Libraries

PyTorch

TensorFlow

Scikit-image

Scikit-learn

OpenCv

Contact