Daily Dose of Data Science

Daily Dose of Data Science

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Memory Optimization

Speed-up Native Python Code using Cython
...within minimal effort.
 • 
Avi Chawla
A Memory-efficient Technique to Train Large Models
...that even LLMs like GPTs and LLaMAs use.
 • 
Avi Chawla
15 Techniques to Optimize Neural Network Training
...explained in a single frame.
 • 
Avi Chawla
Implementing Knowledge Distillation From Scratch
...to compress ML models.
 • 
Avi Chawla
5 LLM Fine-tuning Techniques
...explained visually.
 • 
Avi Chawla
Extending the Context Length of LLMs
Key techniques, explained in simple terms.
 • 
Avi Chawla
Mixed Precision Training
Train large deep learning models efficiently.
 • 
Avi Chawla
Train Large ML Models With Activation Checkpointing
...without running out of memory.
 • 
Avi Chawla
15 Ways to Optimize Neural Network Training (With Implementation)
From "ML model developer" to "ML engineer."
 • 
Avi Chawla
15 Ways to Optimize Neural Network Training
A single frame summary.
 • 
Avi Chawla
A Counterintuitive Behaviour of PyTorch DataLoader
...which most PyTorch users aren't aware of.
 • 
Avi Chawla
CPython vs. Cython: How to Speed-up Native Python Programs
...within minimal effort.
 • 
Avi Chawla
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