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Extending the Context Length of LLMs
Key techniques, explained in simple terms.
Nov 5
•
Avi Chawla
17
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Extending the Context Length of LLMs
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1
Mixed Precision Training
Train large deep learning models efficiently.
Oct 22
•
Avi Chawla
44
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Mixed Precision Training
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2
Train Large ML Models With Activation Checkpointing
...without running out of memory.
Oct 21
•
Avi Chawla
27
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Train Large ML Models With Activation Checkpointing
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15 Ways to Optimize Neural Network Training (With Implementation)
From "ML model developer" to "ML engineer."
Sep 18
•
Avi Chawla
24
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15 Ways to Optimize Neural Network Training (With Implementation)
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15 Ways to Optimize Neural Network Training
A single frame summary.
Sep 15
•
Avi Chawla
38
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15 Ways to Optimize Neural Network Training
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A Counterintuitive Behaviour of PyTorch DataLoader
...which most PyTorch users aren't aware of.
Sep 6
•
Avi Chawla
29
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A Counterintuitive Behaviour of PyTorch DataLoader
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4
CPython vs. Cython: How to Speed-up Native Python Programs
...within minimal effort.
Sep 2
•
Avi Chawla
40
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CPython vs. Cython: How to Speed-up Native Python Programs
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A Subtle Trick to Optimize Neural Network Training
A technique I accidentally discovered.
Sep 1
•
Avi Chawla
39
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A Subtle Trick to Optimize Neural Network Training
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GROUPING SETS in SQL
A lesser-known way to run multiple aggregations.
Jul 28
•
Avi Chawla
36
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GROUPING SETS in SQL
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Knowledge Distillation for Model Compression
A practical walkthrough
Jun 4
•
Avi Chawla
24
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Knowledge Distillation for Model Compression
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1
I/O Optimization in Data Projects
If you use CSVs all the time, read this.
May 31
•
Avi Chawla
37
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I/O Optimization in Data Projects
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2
5 LLM Fine-tuning Techniques Explained Visually
Explained in a beginner-friendly way.
May 30
•
Avi Chawla
45
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5 LLM Fine-tuning Techniques Explained Visually
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