Recent posts

A Visual Guide to Regular Expression

python
nlp
A mental model of how various components of a regular expression work from the bottom-up.
2020-10-21

Knowledge Transfer in Self Supervised Learning

self-supervised-learning
A general framework to transfer knowledge from deep self-supervised models to shallow task-specific models
2020-10-04

Interactive Analysis of Sentence Embeddings

nlp
embeddings
Learn how to interactively explore sentence embeddings and labels in Tensorflow Embedding Projector
2020-09-24

VSCode on Google Colab

colab
Learn how to setup and use VSCode as an IDE on Google Colab and Kaggle.
2020-09-01

Text Data Augmentation with MarianMT

nlp
data-augmentation
Learn how to use machine translation models in Hugging Face Transformers for data augmentation
2020-08-30

Unsupervised Keyphrase Extraction

nlp
Learn about unsupervised algorithms for automatically extracting representative keyword and phrases from documents
2020-08-30

Evaluation Metrics For Information Retrieval

nlp
evaluation
Learn about common metrics used to evaluate performance of information retrieval systems
2020-08-04

Behavioral Testing of NLP models with CheckList

nlp
evaluation
An overview of the “CheckList” framework for fine-grained evaluation of NLP models
2020-07-28

Semi-Supervised Learning in Computer Vision

semi-supervised-learning
Learn how to setup and use VSCode as an IDE on Google Colab and Kaggle.
2020-07-12

FastAPI for Flask Users

python
A comprehensive guide to FastAPI with a side-by-side code comparison with Flask
2020-06-29

Google Colab Tips for Power Users

colab
Learn about lesser-known features in Google Colaboratory to improve your productivity.
2020-06-26

A Visual Guide to FastText Word Embeddings

nlp
embeddings
A deep-dive into how FastText enriches word vectors with subword information
2020-06-21

Universal Sentence Encoder Visually Explained

nlp
embeddings
A deep-dive into how Universal Sentence Encoder learns to generate fixed-length sentence embeddings
2020-06-15

Exploring Knowledge Captured in Probability of Strings

nlp
An exploration of simple knowledge captured by language models
2020-06-07

Zero-shot Text Classification With Generative Language Models

nlp
zero-shot-learning
A text generation approach to zero-shot text classification with GPT-2
2020-06-07

Zero Shot Learning for Text Classification

nlp
zero-shot-learning
A summary of “Train Once, Test Anywhere” paper for zero-shot text classification
2020-05-30

Self Supervised Representation Learning in NLP

nlp
self-supervised-learning
An overview of self-supervised pretext tasks in Natural Language Processing
2020-05-23

A Visual Survey of Data Augmentation in NLP

nlp
data-augmentation
An extensive overview of text data augmentation techniques for Natural Language Processing
2020-05-16

A Commit History of BERT and its Forks

nlp
What a commit history of version-controlled research papers could look like?
2020-05-09

A Visual Guide to Recurrent Layers in Keras

nlp
Understand how to use Recurrent Layers like RNN, GRU, and LSTM in Keras with diagrams
2020-04-23

A Visual Exploration of DeepCluster

self-supervised-learning
DeepCluster is a self-supervised method to combine clustering and representation learning
2020-04-14

A Visual Guide to Self-Labelling Images

self-supervised-learning
A self-supervised method to generate labels via simultaneous clustering and representation learning
2020-04-10

The Illustrated FixMatch for Semi-Supervised Learning

semi-supervised-learning
Learn how to leverage unlabeled data using FixMatch for semi-supervised learning
2020-03-31

The Python Magic Behind PyTorch

python
pytorch
Learn about the advanced python native features behind PyTorch
2020-03-23

The Illustrated PIRL: Pretext-Invariant Representation Learning

self-supervised-learning
Learn how PIRL generates image representations invariant to transformation in a self-supervised manner
2020-03-16

The Illustrated SimCLR Framework

self-supervised-learning
A visual guide to the SimCLR framework for contrastive learning of visual representations.
2020-03-04

The Illustrated Self-Supervised Learning

self-supervised-learning
A visual introduction to self-supervised learning methods for visual representations.
2020-02-25

Back Translation for Text Augmentation with Google Sheets

nlp
data-augmentation
Learn how to augment existing labeled text data for free using Google Sheets.
2020-02-19

Visual Paper Summary: ALBERT (A Lite BERT)

nlp
An illustrated summary of ALBERT paper
2020-02-08

Transfer Learning in NLP with Tensorflow Hub and Keras

nlp
Learn how to integrate and finetune tensorflow-hub modules in Tensorflow 2.0
2020-02-02

 

Migrating from OS.PATH to PATHLIB Module in Python

python
Learn how to use the modern pathlib module to perform tasks you have been using os.path for
2019-12-29

 

Math Symbols Explained with Python

maths
Learn the meaning behind mathematical symbols used in Machine Learning using your knowledge of Python.
2019-08-03

Identify the Language of Text using Python

nlp
Learn how to predict the language of a given piece of text using Natural Language Processing.
2019-07-15

 

How to Automate Manual Steps after SSH

linux
Learn how to automate repetitive commands after connecting to a SSH server
2019-03-31

Django ORM if you already know SQL

python
If you are migrating to Django from another MVC framework, chances are you already know SQL. In this post, I will be illustrating how to use Django ORM by drawing analogies to equivalent SQL statements
2018-10-30

Shutdown Ubuntu With A Keyboard Shortcut

linux
In Windows, we can use Alt+F4 keyboard shortcut to shutdown. But Linux doesn’t have such feature out of the box. After switching to Ubuntu, I struggled trying to make a…
2015-06-16
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