Run-Time Optimization

Breathing KMeans vs KMeans

Robustify KMeans with centroid addition and removal.

Dec 9 •

Pandas vs. FireDucks Performance Comparison

Watch now | 20x faster Pandas by changing one line of code.

Nov 25 •

0:12

Extending the Context Length of LLMs

Key techniques, explained in simple terms.

Nov 5 •

DBSCAN++: The Faster and Scalable Alternative to DBSCAN

Addressing major limitations of DBSCAN.

Oct 29 •

Mixed Precision Training

Train large deep learning models efficiently.

Oct 22 •

A Misconception About Pandas Apply

Avoid using apply() method at all times.

Oct 9 •

Sparse Random Projections

An alternative to PCA for highly dimensional datasets.

Oct 5 •

Approximate Nearest Neighbor Search Using Inverted File Index

Speedup traditional kNN.

Oct 3 •

15 Ways to Optimize Neural Network Training (With Implementation)

From "ML model developer" to "ML engineer."

Sep 18 •

15 Ways to Optimize Neural Network Training

A single frame summary.

Sep 15 •

Memory Pinning to Accelerate Model Training

A simple technique, and some key considerations.

Sep 13 •

A Counterintuitive Behaviour of PyTorch DataLoader

...which most PyTorch users aren't aware of.

Sep 6 •

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