Amit Chaudhary
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Categories
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(37)
colab
(2)
data-augmentation
(3)
embeddings
(3)
evals
(2)
linux
(2)
llm
(2)
maths
(1)
nlp
(19)
python
(6)
pytorch
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rag
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self-supervised-learning
(7)
semi-supervised-learning
(2)
zero-shot-learning
(2)
Parallel Processing with tqdm
python
A dead-simple way to perform parallel processing with progress bars natively in tqdm
Oct 20, 2024
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
A Visual Guide to ALBERT (A Lite BERT)
nlp
An illustrated summary of the 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
Learn 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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