PinnedRaj SanganiinTowards AIAdvanced Recipes for Contrastive LearningHow to maximize batch size and choose in-batch negatives smartly to get the most out of your retrieval and search systemsSep 6Sep 6
PinnedRaj SanganiinTowards Data ScienceAdding Custom Layers on Top of a Hugging Face ModelLearn how to extract the hidden states from a Hugging Face model body, modify/add task-specific layers on top of it and train the whole…Jan 26, 20226Jan 26, 20226
PinnedRaj SanganiinTowards Data SciencePowerful Text Augmentation using NLPAUG !Dealing with class imbalances in NLP classification problems through Text Augmentation techniques using the amazing NLPAug!Jun 12, 2021Jun 12, 2021
PinnedRaj SanganiinTowards Data ScienceRegex essential for NLPUnderstanding various regular expressions and applying them to frequently encountered situations in Natural Language ProcessingJul 14, 2021Jul 14, 2021
Raj SanganiinTowards Data ScienceA Comprehensive Guide on Model Calibration: What, When, and HowPart 1: Learn about calibrating machine learning models to obtain sensible and interpretable probabilities as outputsSep 12, 20226Sep 12, 20226
Raj SanganiinTowards Data ScienceInterpreting an LSTM through LIMELearn how to interpret a Keras LSTM through LIME and dive into the internal working of the LIME library for text classifiersNov 11, 20211Nov 11, 20211
Raj SanganiinTowards Data ScienceLocality Sensitive Hashing in NLPA hands-on tutorial on how to speed up document retrieval by reducing the search space through Locality Sensitive Hashing (LSH)Oct 1, 20211Oct 1, 20211
Raj SanganiinTowards Data ScienceOverfitting is not the only problem Regularisation can help withUnderstanding mathematically how Ridge Regression helps in cases where the number of features exceeds data pointsSep 8, 2021Sep 8, 2021
Raj SanganiinGeek CultureHow do transformers fare on a grammar test?Find out how well BERT and RoBERTa deal with questions from grammar quizzesAug 11, 2021Aug 11, 2021
Raj SanganiinTowards Data ScienceDealing with features that have high cardinalityA simple utility I use to address categorical features with many unique valuesAug 4, 20214Aug 4, 20214