ai-at-mit/workshops

AI@MIT Workshops (Updated for Fall 2021)

Workshops

Fall 2021 AI@MIT Workshops

Workshop 6: PyTorch Lightning

PyTorch Lightning: https://www.pytorchlightning.ai/

Solutions to the lab: https://colab.research.google.com/drive/12o9rI6EHu1CJPwwftcZVexCFGQYO7sI4?usp=sharing

Workshop 5: Recurrent Neural Networks (RNNs)

Slides: https://docs.google.com/presentation/d/1EeRSbkHdDjQkhKWNUxBa3NSZD7TFohwC/edit?usp=sharing&ouid=108062685813780551777&rtpof=true&sd=true

Solutions to Lab: https://colab.research.google.com/drive/1hx6nCWROzPDZxWisoTdwX0blil3HWtji?usp=sharing

Workshop 4: Convolutional Neural Networks (CNNs)

Slides: https://docs.google.com/presentation/d/1e7BMYyVt9IDNWG1Mk4PwzbSR_vrWIYvQ/edit?usp=sharing&ouid=108062685813780551777&rtpof=true&sd=true

Solutions to Lab: https://colab.research.google.com/drive/1zwJa-OSEL-tP72gej3oa8KLS--20lb3b?usp=sharing

Workshop 3: End-to-End Training

Solutions to Lab: https://tinyurl.com/aim21-f3-lab-solutions

Workshop 2: PyTorch Abstractions + Deployment

Slides: https://tinyurl.com/aim21-f2-slides

Solutions to Lab: https://tinyurl.com/aim21-f2-lab-solutions

Workshop 1: Introduction to Deep Learning + PyTorch

Slides: https://tinyurl.com/workshop-1-presentation

Solutions to Lab: https://tinyurl.com/workshop-1-solutions

Spring 2021 AI@MIT Workshops

Workshop 7: Style Transfer

Slides: https://tinyurl.com/aim-w7-slides

Lab: https://tinyurl.com/aim-w7-lab

Workshop 8: Transfer Learning

Slides: https://tinyurl.com/aim21-w8-slides

Lab: https://tinyurl.com/aim21-w8-lab

Workshop 9: Language Models and Transformers

Slides: https://tinyurl.com/aim21-w9-slides

Lab: https://tinyurl.com/aim21-w9-lab

Workshop 10: Interpretability and Structure of Neural Networks

Slides: https://tinyurl.com/aim21-w10-slides

Lab: https://tinyurl.com/aim21-w10-labs

Demo: https://tinyurl.com/aim21-w10-demo

Workshop 11: Meta-Learning

Slides: https://tinyurl.com/aim21-w11-slides

Lab: https://tinyurl.com/aim21-w11-lab

Fall 2020 AI@MIT Workshops

Workshop 1: Deep Learning, Neural Networks and PyTorch

Slides: https://tinyurl.com/aim-w1-pres

Lab: http://tinyurl.com/aim-w1-lab

Solutions to the lab: https://tinyurl.com/aim-w1-sol

Workshop 2: Neural Networks Part 2: Optimization

Slides: https://bit.ly/34axQtn

Lab: https://bit.ly/3jiAt2z

Solutions to the lab: https://bit.ly/33fkblu

Workshop 3: Convolutional Neural Networks for Classification

Slides: https://tinyurl.com/aim20w3slides

Lab: https://tinyurl.com/aim20w3labs

Solutions to the lab: https://tinyurl.com/aim20w3labsol

Workshop 4: Recurrent Neural Networks and LSTMs

Slides: https://tinyurl.com/aim20w4slides

Lab: https://tinyurl.com/aim20w4labs

Solutions to the lab: https://tinyurl.com/aim20w4labsol

Workshop 5: Reinforcement Learning

Slides: http://tinyurl.com/aim20w5slides

Lab: https://tinyurl.com/aim20w5lab

Solutions to the lab: https://tinyurl.com/aim20w5sol

Workshop 6: Generative Adversarial Networks

Slides: https://tinyurl.com/aim20slides

Lab: https://tinyurl.com/aim20lab

Solutions to the lab: https://tinyurl.com/aim20labsol

Fall 2019 MIC Workshops

Workshop 1: Deep Learning, Neural Networks and PyTorch

Slides: http://bit.ly/ws1slides

Lab: http://bit.ly/ws1colab

Solutions to the lab: http://bit.ly/ws1sols

Workshop 2: Neural Networks Part 2: Optimization

Slides: http://bit.ly/micslides2

Lab: http://bit.ly/micworkshop2

Solutions to the lab: http://bit.ly/micsols2

Workshop 3: Convolutional Neural Networks and Computer Vision

Slides: http://bit.ly/micslides3

Lab: https://bit.ly/2K2Vij0

Solutions to the lab: https://tinyurl.com/y2zon8eo

Workshop 4: Recurrent Neural Networks and LSTMs

Slides: https://goo.gl/dP34S9

Lab: https://goo.gl/1aer7H

Solutions to the lab: https://tinyurl.com/yyobkzv8

Workshop 5: Reinforcement Learning

Slides: http://bit.ly/micslides5

Lab: http://bit.ly/miclab5

Solutions to the lab: http://bit.ly/miclab5sols

Workshop 6: Generative Adversarial Networks

Slides: http://tiny.cc/gans-slides

Lab: http://tiny.cc/gans-lab

Solutions to the lab: http://tiny.cc/gans-lab (code already working)

Spring 2019 MIC Workshops

Workshop 1: Deep Learning, Neural Networks and PyTorch

Slides: https://goo.gl/v3e65W

Lab: https://goo.gl/j3DAfE

Solutions to the lab: https://tinyurl.com/y4o39o3e

Workshop 2: Neural Networks Part 2: Optimization

Slides: https://goo.gl/YmK5bB

Lab: https://goo.gl/NZVVGR

Solutions to the lab: https://tinyurl.com/yydqmvpr

Workshop 3: Convolutional Neural Networks and Computer Vision

Slides: https://goo.gl/cW2sMb

Lab: https://goo.gl/VorvEb

Solutions to the lab: https://tinyurl.com/y2zon8eo

Workshop 4: Recurrent Neural Networks and LSTMs

Slides: https://goo.gl/dP34S9

Lab: https://goo.gl/1aer7H

Solutions to the lab: https://tinyurl.com/yyobkzv8

Workshop 5: Reinforcement Learning

Slides: http://tinyurl.com/yxbjohaw

Lab: https://goo.gl/fXJBp5

Solutions to the lab: https://tinyurl.com/y48o7yjz

Workshop 6: Generative Adversarial Networks

Slides: http://tiny.cc/gans-slides

Lab: http://tiny.cc/gans-lab

Solutions to the lab: http://tiny.cc/gans-lab (code already working)

Fall 2018 MIC Workshops

Workshop 1: Deep Learning, Neural Networks and PyTorch

Slides: https://goo.gl/dHHsai

Code: https://goo.gl/j3DAfE

Workshop 2: Neural Networks Part 2: Optimization

Slides: https://goo.gl/DvWdgm

Code: https://goo.gl/NZVVGR

Workshop 3: Convolutional Neural Networks and Computer Vision

Slides: https://goo.gl/iVzocJ

Code: https://goo.gl/VorvEb

Workshop 4: Recurrent Neural Networks and LSTMs

Slides: https://goo.gl/QzVeJR

Code: https://goo.gl/HZ4Q6F

Workshop 5: Reinforcement Learning

Slides: https://goo.gl/rUz4c7

Code: https://goo.gl/fXJBp5

Spring 2018 MIC Workshops

Workshop 1: Deep Learning, Neural Networks and TensorFlow

Slides: https://bit.ly/2qz4S2p

Code: https://bit.ly/2JMu0vp

Workshop 2: Optimization and Gradient Based Learning

Slides: https://bit.ly/2qA0wbs

Code: https://bit.ly/2ER9XZe

Workshop 3: Convolutional Neural Networks

Slides: https://bit.ly/2qAnj6W

Code: https://bit.ly/2HoDWN9

Workshop 4: Reinforcement Learning

Slides: https://bit.ly/2KpXYFI

Code: https://bit.ly/2HNToQP

Workshop 5: Generative Adversarial Networks

Slides: https://bit.ly/2IaD6nN

Workshop 6: Recurrent Neural Networks

Slides: https://bit.ly/2HM5zwR

Code: https://bit.ly/2reL6JS