SLM Lab
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SLM Lab
v4.2.3
SLM Lab
🖥Setup
Installation
Quick Start
🚀Using SLM Lab
Lab Command
Lab Organization
Train: REINFORCE CartPole
Resume and Enjoy: REINFORCE CartPole
Agent Spec: DDQN+PER on LunarLander
Env Spec: A2C on Pong
GPU Usage: PPO on Pong
Parallelizing Training: Async SAC on Humanoid
Experiment and Search Spec: PPO on Breakout
Run Benchmark: A2C on Atari Games
Meta Spec: High Level Specifications
Post-Hoc Analysis
TensorBoard: Visualizing Models and Actions
Using SLM Lab In Your Project
📈Analyzing Results
Data Locations
Graphs and Data
Performance Metrics
🥇Benchmark Results
Public Benchmark Data
Discrete Environment Benchmark
Continuous Environment Benchmark
Atari Environment Benchmark
RL GIFs
🔧Development
Modular Design
Algorithm
Memory
Net
Profiling SLM Lab
📖Publications and Talks
Book: Foundations of Deep Reinforcement Learning
Talks and Presentations
🤓Resources
Deep RL Resources
Contributing
Motivation
Help
Contact
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GitBook
Talks and Presentations
🗓
Timeline
SLM Lab has been used by the authors for giving talks and tutorials on deep RL at a number of meetup groups. All these previous talks along with their free resources are listed below:
5 Nov 2016
, NYC Data Wranglers @ Eligible Inc, NYC:
Reinforcement Learning
video:
Reinforcement Learning - Eligible HQ, Part 1 - YouTube
video:
Reinforcement Learning, Part 2 - YouTube
4 April 2017
, NYC Data Wranglers @ SquareSpace, NYC:
Introducing OpenAI Lab for Reinforcement Learning | Meetup
18 May 2017
, NYC Data Wranglers @ PaperSpace, NYC:
ML at Work #1: Adversarial Autoencoders, Insight Data Science, and more! | Meetup
19 Dec 2017
, DLSG @ Untapt, NYC:
“OpenAI Lab” for Deep Reinforcement Learning Experimentation
17 Feb 2018
, DLSG @ Untapt, NYC:
Deep Reinforcement Learning Experiments Run Simultaneously Across OpenAI and Unity Environments
15 March 2018
, PyData SLO @ Cal Poly, San Louis Obispo:
Deep RL in PyTorch
2 Oct 2018
, @ PyTorch Developer Conference, San Francisco:
Poster Presentation
10 Oct 2019
, @ PyTorch Developer Conference, San Francisco:
Poster Presentation
22 Feb 2022
, SuperDataScience podcast
episode 551 Deep Reinforcement Learning - with Wah Loon Keng
SLM Lab was previously "OpenAI Lab", which has no affiliation to OpenAI.
📖Publications and Talks - Previous
Book: Foundations of Deep Reinforcement Learning
Next - 🤓Resources
Deep RL Resources
Last modified
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