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Generalized Linear Models (GLMs)
Feb 29, 2024

Generalized Linear Models (GLMs)

The limitations of linear regression and how GLMs solve them.

Identify Fuzzy Duplicates in a Dataset with Million Records
Feb 28, 2024

Identify Fuzzy Duplicates in a Dataset with Million Records

A clever technique to optimize the deduplication algorithm.

Enrich Your Missing Data Analysis with Heatmaps
Feb 27, 2024

Enrich Your Missing Data Analysis with Heatmaps

A lesser-known technique to identify feature missingness.

Implementing LoRA from Scratch for Fine-tuning LLMs
Feb 26, 2024

Implementing LoRA from Scratch for Fine-tuning LLMs

Understanding the challenges of traditional fine-tuning and addressing them with LoRA.

Mixed Precision Training
Feb 25, 2024

Mixed Precision Training

Train large deep learning models efficiently.

Approximate Nearest Neighbor Search Using Inverted File Index
Feb 24, 2024

Approximate Nearest Neighbor Search Using Inverted File Index

Speedup traditional kNN.

Activation Pruning — Reduce Neural Network Size Without Significant Performance Drop
Feb 23, 2024

Activation Pruning — Reduce Neural Network Size Without Significant Performance Drop

Get rid of useless neurons.

An Intuitive and Visual Demonstration of Momentum in Machine Learning
Feb 22, 2024

An Intuitive and Visual Demonstration of Momentum in Machine Learning

Speedup machine learning model training with little effort.

Define Elegant and Concise Python Classes with Descriptors
Feb 21, 2024

Define Elegant and Concise Python Classes with Descriptors

An underrated gem of Python OOP.

Make Dot Notation More Powerful with Getters and Setters
Feb 20, 2024

Make Dot Notation More Powerful with Getters and Setters

The elegance of dot notation combined with the power of getters and setters.

Double Descent vs. Bias-Variance Trade-off
Feb 19, 2024

Double Descent vs. Bias-Variance Trade-off

A counterintuitive phenomenon while training ML models.

A Comprehensive NumPy Cheat Sheet Of 40 Most Used Methods
Feb 18, 2024

A Comprehensive NumPy Cheat Sheet Of 40 Most Used Methods

...that data scientists use 95% of the time.

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