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Implementing Knowledge Distillation From Scratch
...to compress ML models.
Mar 10
•
Avi Chawla
2
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Implementing Knowledge Distillation From Scratch
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Accelerate tSNE with openTSNE
Scale tSNE to millions of data points.
Feb 25
•
Avi Chawla
2
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Accelerate tSNE with openTSNE
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Accelerate tSNE with GPU
Over 30x faster tSNE than Sklearn.
Feb 24
•
Avi Chawla
4
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Accelerate tSNE with GPU
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5 LLM Fine-tuning Techniques
...explained visually.
Feb 20
•
Avi Chawla
4
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5 LLM Fine-tuning Techniques
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1
ANN-driven KMeans with Faiss
20x speedup over sklearn.
Feb 17
•
Avi Chawla
6
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ANN-driven KMeans with Faiss
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KV Caching in LLMs, Explained Visually.
A popular interview question.
Feb 14
•
Avi Chawla
11
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KV Caching in LLMs, Explained Visually.
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0:46
4 Strategies for Multi-GPU Training
...explained visually.
Feb 12
•
Avi Chawla
5
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4 Strategies for Multi-GPU Training
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FireDucks vs. Pandas vs. DuckDB vs. Polars
Performance comparison.
Jan 2
•
Avi Chawla
23
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FireDucks vs. Pandas vs. DuckDB vs. Polars
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1
0:15
Breathing KMeans vs KMeans
Robustify KMeans with centroid addition and removal.
Dec 9, 2024
•
Avi Chawla
9
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Breathing KMeans vs KMeans
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Pandas vs. FireDucks Performance Comparison
Watch now | 20x faster Pandas by changing one line of code.
Nov 25, 2024
•
Avi Chawla
14
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Pandas vs. FireDucks Performance Comparison
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0:12
Extending the Context Length of LLMs
Key techniques, explained in simple terms.
Nov 5, 2024
•
Avi Chawla
17
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Extending the Context Length of LLMs
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DBSCAN++: The Faster and Scalable Alternative to DBSCAN
Addressing major limitations of DBSCAN.
Oct 29, 2024
•
Avi Chawla
36
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DBSCAN++: The Faster and Scalable Alternative to DBSCAN
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