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…5 min read·Jan 26, 2022--6--6
PinnedRaj SanganiinTowards Data SciencePowerful Text Augmentation using NLPAUG !Dealing with class imbalances in NLP classification problems through Text Augmentation techniques using the amazing NLPAug!6 min read·Jun 12, 2021----
PinnedRaj SanganiinTowards Data ScienceRegex essential for NLPUnderstanding various regular expressions and applying them to frequently encountered situations in Natural Language Processing5 min read·Jul 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 outputs10 min read·Sep 12, 2022--6--6
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 classifiers5 min read·Nov 11, 2021--1--1
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)7 min read·Oct 1, 2021--1--1
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 points6 min read·Sep 8, 2021----
Raj SanganiinGeek CultureHow do transformers fare on a grammar test?Find out how well BERT and RoBERTa deal with questions from grammar quizzes7 min read·Aug 11, 2021----
Raj SanganiinTowards Data ScienceDealing with features that have high cardinalityA simple utility I use to address categorical features with many unique values5 min read·Aug 4, 2021--4--4
Raj SanganiinTowards Data ScienceScatter Plots on Maps using PlotlyLearn how to create interactive scatter maps to represent multiple features in your data with very little code4 min read·Jul 28, 2021----