Run-Time Optimization

Breathing KMeans vs KMeans

Robustify KMeans with centroid addition and removal.

Oct 7 •

15 Techniques to Optimize Neural Network Training

...explained in a single frame.

Jun 27 •

Faster Neighbor Search Using Inverted File Index

...actively used in vector DBs.

Jun 5 •

Memory Pinning to Accelerate Model Training

A simple technique, and some key considerations.

May 7 •

Time Complexity of 10 ML Algorithms

(training and inference)...in a single frame.

Mar 18 •

FireDucks with Seaborn

Speed + Seamless third-party integration.

Mar 13 •

Implementing Knowledge Distillation From Scratch

...to compress ML models.

Mar 10 •

Accelerate tSNE with openTSNE

Scale tSNE to millions of data points.

Feb 25 •

Accelerate tSNE with GPU

Over 30x faster tSNE than Sklearn.

Feb 24 •

5 LLM Fine-tuning Techniques

...explained visually.

Feb 20 •

ANN-driven KMeans with Faiss

20x speedup over sklearn.

Feb 17 •

KV Caching in LLMs, Explained Visually.

A popular interview question.

Feb 14 •

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