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The Evolution of Embeddings
Aug 05, 2024

The Evolution of Embeddings

Looking back to the pre-Transformer times.

Enable Full Reproducibility in ML Model Building
Aug 04, 2024

Enable Full Reproducibility in ML Model Building

A guide that every everyone must read to manage ML experiments

Reduce Trees in Random Forest Model
Aug 03, 2024

Reduce Trees in Random Forest Model

The coolest trick to improve random forest models.

Multivariate Covariate Shift — Part 3
Aug 02, 2024

Multivariate Covariate Shift — Part 3

Solving critical challenges of real-world model deployment.

Multivariate Covariate Shift — Part 2
Aug 01, 2024

Multivariate Covariate Shift — Part 2

Dealing with some real-world problems of ML models.

Multivariate Covariate Shift — Part 1
Jul 31, 2024

Multivariate Covariate Shift — Part 1

Here's what most people overlook when detecting covariate shift.

Automatic Speech Recognition with AssemblyAI
Jul 30, 2024

Automatic Speech Recognition with AssemblyAI

...and many more features to interact with audio.

A Crash Course of Model Calibration - Part 1
Jul 29, 2024

A Crash Course of Model Calibration - Part 1

How to make ML models reflect true probabilities in their predictions?

GROUPING SETS in SQL
Jul 28, 2024

GROUPING SETS in SQL

A lesser-known way to run multiple aggregations.

Variable Scope in Python
Jul 27, 2024

Variable Scope in Python

A simple and intuitive guide to Python scope and LEGB rule.

How a For-loop and List Comprehension Differ at Scope Level
Jul 26, 2024

How a For-loop and List Comprehension Differ at Scope Level

A lesser-talked difference between for-loop and list comprehension.

All-Reduce and Ring-Reduce for Model Synchronization in Multi-GPU Training
Jul 25, 2024

All-Reduce and Ring-Reduce for Model Synchronization in Multi-GPU Training

Two synchronization algorithms for intermediate-ML models.

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