mit-deep-learning README

The project's README from github.com/lexfridman/mit-deep-learning. As one markdown file: README.md.

MIT Deep Learning

This repository is a collection of tutorials for MIT Deep Learning courses. More added as courses progress.

Tutorial: Deep Learning Basics

This tutorial accompanies the lecture on Deep Learning Basics. It presents several concepts in deep learning, demonstrating the first two (feed forward and convolutional neural networks) and providing pointers to tutorials on the others. This is a good place to start.

Links: [ Jupyter Notebook ] [ Google Colab ] [ Blog Post ] [ Lecture Video ]

Tutorial: Driving Scene Segmentation

This tutorial demostrates semantic segmentation with a state-of-the-art model (DeepLab) on a sample video from the MIT Driving Scene Segmentation Dataset.

Links: [ Jupyter Notebook ] [ Google Colab ]

Tutorial: Generative Adversarial Networks (GANs)

This tutorial explores generative adversarial networks (GANs) starting with BigGAN, the state-of-the-art conditional GAN.

Links: [ Jupyter Notebook ] [ Google Colab ]

DeepTraffic Deep Reinforcement Learning Competition

DeepTraffic is a deep reinforcement learning competition. The goal is to create a neural network that drives a vehicle (or multiple vehicles) as fast as possible through dense highway traffic.

Links: [ GitHub ] [ Website ] [ Paper ]

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mit-deep-learning (lexfridman/mit-deep-learning)

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Mit-deep-learning
这是什么？本仓库收集了 MIT 深度学习相关课程的教程、作业和比赛，涵盖语义分割、生成对抗网络以及自动驾驶汽车的强化学习。
这是一门统一的课程，还是一组独立的教程和比赛？它包含三个独立部分：使用 DeepLab 的语义分割教程、基于 BigGAN 的 GAN 教程，以及 DeepTraffic 深度强化学习比赛。
教程怎么运行？每个教程都链接了现成的 Jupyter Notebook 和 Google Colab 版本，无需任何本地配置即可直接在浏览器中运行。
尝试这些教程需要在本地安装 TensorFlow 吗？不一定：这些笔记本使用 DeepLab 和 BigGAN 等基于 TensorFlow 的模型，但链接的 Google Colab 版本让你无需安装任何东西就能在云端运行。
DeepTraffic 是什么？DeepTraffic 是一项深度强化学习比赛，你需要设计一个神经网络，让一辆或多辆车尽可能快地穿过密集的高速公路车流。
分割教程演示了什么？它演示了使用最先进的 DeepLab 模型对 MIT Driving Scene Segmentation Dataset 的示例视频进行语义分割。
GAN 教程涵盖什么内容？它从 BigGAN 这一最先进的条件 GAN 架构入手，探索生成对抗网络。
DeepTraffic 比赛有研究支撑吗？有，DeepTraffic 链接了自己的 GitHub 仓库、网站和一篇已发表的论文。
What are similar projects?DeepLearning, AirSim, d2l-en, ailearning, reinforcement-learning, TensorFlow-Examples, awesome-tensorflow, AI-For-Beginners
Which topics is it in?autonomous-vehicles, generative-adversarial-network, deep-reinforcement-learning, deeplearning, segmentation, neural-networks, tensorflow, course, reinforcement-learning, jupyter notebook, academic-research, data-science
Creator
lexfridman
Size
63.9 MB
Stars
10.5K
Updated
CommitFeb 17
Age
9y
Commits · 90 Days