
Deep Learning
15 articles


AugSBERT: Bi-encoders + Cross-encoders for Sentence Pair Similarity Scoring – Part 2
A deep dive into extensions of cross-encoders and bi-encoders for sentence pair similarity.

Bi-encoders and Cross-encoders for Sentence Pair Similarity Scoring – Part 1
A deep dive into why BERT isn't effective for sentence similarity and advancements that shaped this task forever.

A Crash Course on Model Interpretability – Part 1
A deep dive into PDPs and ICE plots, along with their intuition, considerations, how to avoid being misled, and code.

15 Ways to Optimize Neural Network Training (With Implementation)
Techniques that help you become a "machine learning engineer" from a "machine learning model developer."

A Crash Course on Graph Neural Networks (Implementation Included) – Part 3
A practical and beginner-friendly guide to building neural networks on graph data.

A Crash Course on Graph Neural Networks (Implementation Included) – Part 2
A practical and beginner-friendly guide to building neural networks on graph data.