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Knowledge Distillation using Teacher Assistant
Improved model compression.
Apr 25
•
Avi Chawla
2
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Knowledge Distillation using Teacher Assistant
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Implementing Knowledge Distillation From Scratch
...to compress ML models.
Mar 10
•
Avi Chawla
4
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Implementing Knowledge Distillation From Scratch
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4 Strategies for Multi-GPU Training
...explained visually.
Feb 12
•
Avi Chawla
6
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4 Strategies for Multi-GPU Training
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4 Ways to Test ML Models in Production
...explained visually.
Feb 3
•
Avi Chawla
8
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4 Ways to Test ML Models in Production
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From PyTorch to PyTorch Fabric
Scale model training with 4 small changes.
Nov 6, 2024
•
Avi Chawla
7
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From PyTorch to PyTorch Fabric
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Implementing a Siamese Network
A beginner-friendly implementation guide.
Sep 29, 2024
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Avi Chawla
23
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Implementing a Siamese Network
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Contrastive Learning Using Siamese Networks
Building a face unlock system.
Sep 28, 2024
•
Avi Chawla
36
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Contrastive Learning Using Siamese Networks
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Memory Pinning to Accelerate Model Training
A simple technique, and some key considerations.
Sep 13, 2024
•
Avi Chawla
29
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Memory Pinning to Accelerate Model Training
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A Counterintuitive Behaviour of PyTorch DataLoader
...which most PyTorch users aren't aware of.
Sep 6, 2024
•
Avi Chawla
29
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A Counterintuitive Behaviour of PyTorch DataLoader
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A Crash Course on Graph Neural Networks — Part 3
Implementation included.
Sep 3, 2024
•
Avi Chawla
26
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A Crash Course on Graph Neural Networks — Part 3
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A Subtle Trick to Optimize Neural Network Training
A technique I accidentally discovered.
Sep 1, 2024
•
Avi Chawla
40
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A Subtle Trick to Optimize Neural Network Training
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Knowledge Distillation with Teacher Assistant for Model Compression
Daily Dose of Data Science Free Book | Deep Dives
Aug 29, 2024
•
Avi Chawla
32
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Knowledge Distillation with Teacher Assistant for Model Compression
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