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172: Transformers and Large Language Models
MP3•Episode home
Manage episode 405928845 series 2417399
Content provided by Patrick Wheeler and Jason Gauci, Patrick Wheeler, and Jason Gauci. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Patrick Wheeler and Jason Gauci, Patrick Wheeler, and Jason Gauci or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
172: Transformers and Large Language Models
Intro topic: Is WFH actually WFC?
News/Links:
- Falsehoods Junior Developers Believe about Becoming Senior
- Pure Pursuit
- Tutorial with python code: https://wiki.purduesigbots.com/software/control-algorithms/basic-pure-pursuit
- Video example: https://www.youtube.com/watch?v=qYR7mmcwT2w
- PID without a PHD
- Google releases Gemma
Book of the Show
- Patrick: The Eye of the World by Robert Jordan (Wheel of Time)
- Jason: How to Make a Video Game All By Yourself
Patreon Plug https://www.patreon.com/programmingthrowdown?ty=h
Tool of the Show
- Patrick: Stadia Controller Wifi to Bluetooth Unlock
- Jason: FUSE and SSHFS
Topic: Transformers and Large Language Models
- How neural networks store information
- Latent variables
- Transformers
- Encoders & Decoders
- Attention Layers
- History
- RNN
- Vanishing Gradient Problem
- LSTM
- Short term (gradient explodes), Long term (gradient vanishes)
- RNN
- Differentiable algebra
- Key-Query-Value
- Self Attention
- History
- Self-Supervised Learning & Forward Models
- Human Feedback
- Reinforcement Learning from Human Feedback
- Direct Policy Optimization (Pairwise Ranking)
176 episodes
MP3•Episode home
Manage episode 405928845 series 2417399
Content provided by Patrick Wheeler and Jason Gauci, Patrick Wheeler, and Jason Gauci. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Patrick Wheeler and Jason Gauci, Patrick Wheeler, and Jason Gauci or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
172: Transformers and Large Language Models
Intro topic: Is WFH actually WFC?
News/Links:
- Falsehoods Junior Developers Believe about Becoming Senior
- Pure Pursuit
- Tutorial with python code: https://wiki.purduesigbots.com/software/control-algorithms/basic-pure-pursuit
- Video example: https://www.youtube.com/watch?v=qYR7mmcwT2w
- PID without a PHD
- Google releases Gemma
Book of the Show
- Patrick: The Eye of the World by Robert Jordan (Wheel of Time)
- Jason: How to Make a Video Game All By Yourself
Patreon Plug https://www.patreon.com/programmingthrowdown?ty=h
Tool of the Show
- Patrick: Stadia Controller Wifi to Bluetooth Unlock
- Jason: FUSE and SSHFS
Topic: Transformers and Large Language Models
- How neural networks store information
- Latent variables
- Transformers
- Encoders & Decoders
- Attention Layers
- History
- RNN
- Vanishing Gradient Problem
- LSTM
- Short term (gradient explodes), Long term (gradient vanishes)
- RNN
- Differentiable algebra
- Key-Query-Value
- Self Attention
- History
- Self-Supervised Learning & Forward Models
- Human Feedback
- Reinforcement Learning from Human Feedback
- Direct Policy Optimization (Pairwise Ranking)
176 episodes
All episodes
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