Reinforcement learning overview (Reinforcement learning with TensorFlow Agents)
Wei Wei, a Developer Advocate for TensorFlow, kicks off a new series on reinforcement learning where we explore how you can leverage TensorFlow Agents to build your own reinforcement learning agents.
Wei explains how reinforcement learning can be used to train agents to make the best decisions when performing actions in environments to maximize rewards.
Resources:
Reinforcement Learning Lecture Series 2021 (DeepMind x UCL) → https://goo.gle/3B6td3x
Introduction to Reinforcement Learning → https://goo.gle/3rwDWAV
Chip Design with Deep Reinforcement Learning → https://goo.gle/3uC9veH
Quick…
Watch on YouTube ↗
(saves to browser)
Chapters (8)
Series introduction
0:55
Reinforcement learning example
1:30
What is reinforcement learning
2:24
Supervised learning vs. reinforcement learning
3:44
Taxonomy
5:13
Reinforcement learning applications
6:34
Training environments
8:13
References and summary
Playlist
Uploads from TensorFlow · TensorFlow · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
The TensorFlow YouTube Channel is Here!
TensorFlow
Answering Your TF Questions #AskTensorFlow
TensorFlow
Chatting With the TensorFlow Community (TensorFlow Meets)
TensorFlow
All About TensorFlow Code (Coding TensorFlow)
TensorFlow
TensorFlow: an ML platform for solving impactful and challenging problems
TensorFlow
Keynote (TensorFlow Dev Summit 2018)
TensorFlow
tf.data: Fast, flexible, and easy-to-use input pipelines (TensorFlow Dev Summit 2018)
TensorFlow
Eager Execution (TensorFlow Dev Summit 2018)
TensorFlow
Machine Learning in JavaScript (TensorFlow Dev Summit 2018)
TensorFlow
Training Performance: A user’s guide to converge faster (TensorFlow Dev Summit 2018)
TensorFlow
The Practitioner's Guide with TF High Level APIs (TensorFlow Dev Summit 2018)
TensorFlow
Distributed TensorFlow (TensorFlow Dev Summit 2018)
TensorFlow
Debugging TensorFlow with TensorBoard plugins (TensorFlow Dev Summit 2018)
TensorFlow
TensorFlow Lite (TensorFlow Dev Summit 2018)
TensorFlow
Searching Over Ideas (TensorFlow Dev Summit 2018)
TensorFlow
Reconstructing Fusion Plasmas (TensorFlow Dev Summit 2018)
TensorFlow
Nucleus: TensorFlow toolkit for Genomics (TensorFlow Dev Summit 2018)
TensorFlow
Open Source Collaboration (TensorFlow Dev Summit 2018)
TensorFlow
Swift for TensorFlow - TFiwS (TensorFlow Dev Summit 2018)
TensorFlow
TensorFlow Hub (TensorFlow Dev Summit 2018)
TensorFlow
Applied AI at The Coca-Cola Company (TensorFlow Dev Summit 2018)
TensorFlow
Real-World Robot Learning (TensorFlow Dev Summit 2018)
TensorFlow
TensorFlow Extended (TFX) (TensorFlow Dev Summit 2018)
TensorFlow
Project Magenta (TensorFlow Dev Summit 2018)
TensorFlow
TensorFlow Dev Summit 2018 - Livestream
TensorFlow
Introducing TensorFlow Lite (Coding TensorFlow)
TensorFlow
TensorFlow Dev Summit 2018 Highlights
TensorFlow
Jeff Dean, Head of AI at Google discusses the impact of ML (TensorFlow Meets)
TensorFlow
TensorFlow Mobile vs. TF Lite and More! #AskTensorFlow
TensorFlow
Using TensorFlow to enable research & production across many fields (TensorFlow Meets)
TensorFlow
Teaching TensorFlow for Deep Learning at Stanford University (TensorFlow Meets)
TensorFlow
TensorFlow Lite for Android (Coding TensorFlow)
TensorFlow
Using the tf.data API to build input pipelines (TensorFlow Meets)
TensorFlow
Training Models in the Cloud & the Benefits of AI Toolkits #AskTensorFlow
TensorFlow
Execute operations immediately with TensorFlow's Eager Execution (TensorFlow Meets)
TensorFlow
TensorFlow Lite for iOS (Coding TensorFlow)
TensorFlow
Get started with TensorFlow's High-Level APIs (Google I/O '18)
TensorFlow
TensorFlow for JavaScript (Google I/O '18)
TensorFlow
TensorFlow in production: TF Extended, TF Hub, and TF Serving (Google I/O '18)
TensorFlow
Get started with TensorFlow's High-Level APIs in 5 mins | Google I/O 2018
TensorFlow
TensorFlow and deep reinforcement learning, without a PhD (Google I/O '18)
TensorFlow
TensorFlow Lite for mobile developers (Google I/O '18)
TensorFlow
Advances in machine learning and TensorFlow (Google I/O '18)
TensorFlow
Distributed TensorFlow training (Google I/O '18)
TensorFlow
Classification using neural networks & ML regression models #AskTensorFlow
TensorFlow
TensorFlow and Keras in R - Josh Gordon meets with J.J. Allaire (TensorFlow Meets)
TensorFlow
Focus on your experiment with TensorFlow Estimators (TensorFlow Meets)
TensorFlow
How to get started with AI/ML, retraining models, & more! #AskTensorFlow
TensorFlow
TensorFlow - the deep learning solution for mobile platforms (TensorFlow Meets)
TensorFlow
MiniGo: TensorFlow Meets Andrew Jackson (TensorFlow Meets)
TensorFlow
The growth of TensorFlow with added support for JS & Swift (TensorFlow Meets)
TensorFlow
At the intersection of TensorFlow & nuclear physics (TensorFlow Meets)
TensorFlow
NVidia TensorRT: high-performance deep learning inference accelerator (TensorFlow Meets)
TensorFlow
Try TensorFlow.js in your browser (Coding TensorFlow)
TensorFlow
TensorFlow Hub: reusing machine learning modules (TensorFlow Meets)
TensorFlow
How to use TensorFlow in PyCharm (TensorFlow Tip of the Week)
TensorFlow
Training models faster with TensorFlow Hub (TensorFlow Meets)
TensorFlow
Prepare your dataset for machine learning (Coding TensorFlow)
TensorFlow
Using ML to predict insulin use for Type 1 Diabetes (TensorFlow Meets)
TensorFlow
TFX: an end-to-end machine learning platform for TensorFlow (TensorFlow Meets)
TensorFlow
DeepCamp AI