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Scale ML Models to Billions of Parameters
...with 4 simple changes to your PyTorch code.
Jul 3
•
Avi Chawla
2
Implementing LLaMA 4 from Scratch
A line-by-line detailed explainer (with code).
May 17
•
Avi Chawla
13
Memory Pinning to Accelerate Model Training
A simple technique, and some key considerations.
May 7
•
Avi Chawla
6
Knowledge Distillation using Teacher Assistant
Improved model compression.
Apr 25
•
Avi Chawla
2
Implementing Knowledge Distillation From Scratch
...to compress ML models.
Mar 10
•
Avi Chawla
4
4 Strategies for Multi-GPU Training
...explained visually.
Feb 12
•
Avi Chawla
6
4 Ways to Test ML Models in Production
...explained visually.
Feb 3
•
Avi Chawla
8
From PyTorch to PyTorch Fabric
Scale model training with 4 small changes.
Nov 6, 2024
•
Avi Chawla
7
Implementing a Siamese Network
A beginner-friendly implementation guide.
Sep 29, 2024
•
Avi Chawla
23
1
Contrastive Learning Using Siamese Networks
Building a face unlock system.
Sep 28, 2024
•
Avi Chawla
36
Memory Pinning to Accelerate Model Training
A simple technique, and some key considerations.
Sep 13, 2024
•
Avi Chawla
30
A Counterintuitive Behaviour of PyTorch DataLoader
...which most PyTorch users aren't aware of.
Sep 6, 2024
•
Avi Chawla
29
5
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