Dhruv Matani – Medium

Dhruv Matani

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TDS Archive

Interpreting Weight Regularization In Machine Learning

Why do L1 and L2 regularization result in model sparsity and weight shrinkage? What about L3 regularization? Keep reading to find out more!

Aug 23, 2024

Interpreting Weight Regularization In Machine Learning

Aug 23, 2024

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TDS Archive

Challenges of Detecting AI-Generated Text

We’ll take an in-depth look at the challenges of detecting AI-generated text, and the effectiveness of the techniques used in practice.

Sep 27, 2023

Challenges of Detecting AI-Generated Text

Sep 27, 2023

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TDS Archive

Language Models for Sentence Completion

A practical application of a language model that picks the most likely candidate word that extends an English sentence by a single word

Sep 15, 2023

Language Models for Sentence Completion

Sep 15, 2023

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TDS Archive

Tensor Quantization: The Untold Story

A close look at the implementation details of quantization in machine learning frameworks

Sep 8, 2023

Tensor Quantization: The Untold Story

Sep 8, 2023

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TDS Archive

Efficient Image Segmentation Using PyTorch: Part 4

A Vision Transformer-based model

Jun 27, 2023

Efficient Image Segmentation Using PyTorch: Part 4

Jun 27, 2023

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Efficient Image Segmentation Using PyTorch: Part 3

Depthwise separable convolutions

Jun 27, 2023

Efficient Image Segmentation Using PyTorch: Part 3

Jun 27, 2023

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TDS Archive

Efficient Image Segmentation Using PyTorch: Part 2

A CNN-based model

Jun 27, 2023

Efficient Image Segmentation Using PyTorch: Part 2

Jun 27, 2023

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TDS Archive

Efficient Image Segmentation Using PyTorch: Part 1

Concepts and Ideas

Jun 27, 2023

Efficient Image Segmentation Using PyTorch: Part 1

Jun 27, 2023

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TDS Archive

NT-Xent (Normalized Temperature-Scaled Cross-Entropy) Loss Explained and Implemented in PyTorch

An intuitive explanation of the NT-Xent loss with a step-by-step explanation of the operation and our implementation in PyTorch

Jun 13, 2023

NT-Xent (Normalized Temperature-Scaled Cross-Entropy) Loss Explained and Implemented in PyTorch

Jun 13, 2023

All Pairs Cosine Similarity in PyTorch

PyTorch defines a cosine_similarity function to compute pairwise cosine similarity between pairs of vectors. However, there’s no method to…

Jun 8, 2023

All Pairs Cosine Similarity in PyTorch

Jun 8, 2023

Dhruv Matani

Dhruv Matani

Machine Learning, PyTorch, CNNs, Transformers, Vision, Speech, Text AI. On-Device AI, Model Optimization, ML and Data Infrastructure. My views are my own.

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