A Visual Guide to Regular Expression

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

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
Oct 4, 2020

Interactive Analysis of Sentence Embeddings

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

VSCode on Google Colab

colab
Learn how to setup and use VSCode as an IDE on Google Colab and Kaggle.
Sep 1, 2020

Unsupervised Keyphrase Extraction

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

Text Data Augmentation with MarianMT

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

Evaluation Metrics For Information Retrieval

nlp
evals
rag
Learn about common metrics used to evaluate performance of information retrieval systems
Aug 4, 2020

Behavioral Testing of NLP models with CheckList

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

Semi-Supervised Learning in Computer Vision

semi-supervised-learning
A comprehensive overview of recent semi-supervised learning methods in Computer Vision
Jul 12, 2020

FastAPI for Flask Users

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

Google Colab Tips for Power Users

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

A Visual Guide to FastText Word Embeddings

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

Universal Sentence Encoder Visually Explained

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

Zero-shot Text Classification With Generative Language Models

nlp
zero-shot-learning
llm
A text generation approach to zero-shot text classification with GPT-2
Jun 7, 2020

Exploring Knowledge Captured in Probability of Strings

nlp
llm
An exploration of simple knowledge captured by language models
Jun 7, 2020

Zero Shot Learning for Text Classification

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

Self Supervised Representation Learning in NLP

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

A Visual Survey of Data Augmentation in NLP

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

A Commit History of BERT and its Forks

nlp
What a commit history of version-controlled research papers could look like?
May 9, 2020

A Visual Guide to Recurrent Layers in Keras

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

A Visual Exploration of DeepCluster

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

A Visual Guide to Self-Labelling Images

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

The Illustrated FixMatch for Semi-Supervised Learning

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

The Python Magic Behind PyTorch

python
pytorch
Learn about the advanced python native features behind PyTorch
Mar 23, 2020

The Illustrated PIRL: Pretext-Invariant Representation Learning

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

The Illustrated SimCLR Framework

self-supervised-learning
A visual guide to the SimCLR framework for contrastive learning of visual representations.
Mar 4, 2020

The Illustrated Self-Supervised Learning

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

Back Translation for Text Augmentation with Google Sheets

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

Visual Paper Summary: ALBERT (A Lite BERT)

nlp
An illustrated summary of ALBERT paper
Feb 8, 2020

Transfer Learning in NLP with Tensorflow Hub and Keras

nlp
Learn how to integrate and finetune tensorflow-hub modules in Tensorflow 2.0
Feb 2, 2020

 

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
Dec 29, 2019

 

Math Symbols Explained with Python

maths
Learn the meaning behind mathematical symbols used in Machine Learning using your knowledge of Python.
Aug 3, 2019

Identify the Language of Text using Python

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

 

How to Automate Manual Steps after SSH

linux
Learn how to automate repetitive commands after connecting to a SSH server
Mar 31, 2019

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
Oct 30, 2018

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…
Jun 16, 2015
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