Dhruv MataniinTowards Data ScienceChallenges of Detecting AI-Generated TextWe’ll take an in-depth look at the challenges of detecting AI-generated text, and the effectiveness of the techniques used in practice.15 min read·Sep 27, 2023--1--1
Dhruv MataniinTowards Data ScienceLanguage Models for Sentence CompletionA practical application of a language model that picks the most likely candidate word that extends an English sentence by a single word13 min read·Sep 15, 2023----
Dhruv MataniinTowards Data ScienceTensor Quantization: The Untold StoryA close look at the implementation details of quantization in machine learning frameworks8 min read·Sep 8, 2023--3--3
Dhruv MataniinTowards Data ScienceEfficient Image Segmentation Using PyTorch: Part 4A Vision Transformer-based model14 min read·Jun 27, 2023--2--2
Dhruv MataniinTowards Data ScienceEfficient Image Segmentation Using PyTorch: Part 3Depthwise separable convolutions12 min read·Jun 27, 2023----
Dhruv MataniinTowards Data ScienceEfficient Image Segmentation Using PyTorch: Part 2A CNN-based model11 min read·Jun 27, 2023----
Dhruv MataniinTowards Data ScienceEfficient Image Segmentation Using PyTorch: Part 1Concepts and Ideas18 min read·Jun 27, 2023----
Dhruv MataniinTowards Data ScienceNT-Xent (Normalized Temperature-Scaled Cross-Entropy) Loss Explained and Implemented in PyTorchAn intuitive explanation of the NT-Xent loss with a step-by-step explanation of the operation and our implementation in PyTorch14 min read·Jun 13, 2023----
Dhruv MataniAll Pairs Cosine Similarity in PyTorchPyTorch defines a cosine_similarity function to compute pairwise cosine similarity between pairs of vectors. However, there’s no method to…7 min read·Jun 8, 2023--2--2
Dhruv MataniinTowards Data ScienceReplace Manual Normalization with Batch Normalization in Vision AI ModelsA neat trick to avoid expensive manual pixel normalization for Vision (Image/Video) AI models is to stick a Batch normalization layer as…8 min read·May 18, 2023----