A master repository of all Data Science projects, concepts, tools and resources that I learn and write about on my blog. Updated every week.

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Contents

1. ML Mini Projects Because Crash Courses Are The Best...
2. Python Cool Concepts Because Knowing Them Is Cool...
3. ML Fundamentals Because Everybody Starts Somewhere...
4. A Data Scientist's Life Hacks
5. Fancy Little Data Thingies To Stimulate The Mind...
6. About Those Code Editors...hmmm
7. Bash Essential Tricks To Make You Even More Lazy
8. End-To-End ML/DL Projects - These Took A Lot Of Time And Effort, yes...

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ML Mini Projects Because Crash Courses Are The Best...

Topic	Code	Article
Kaggle Titanic Survival Predictions	Repo	Blog
Haystack Search Engine on Arxiv Papers Dataset	Repo	Blog
Introduction To FastAI--with Transfer Learning	Repo	Blog
Basic Sentiment Text Classification on Covid-19 Tweets with Fastai	Code	Blog

Python Cool Concepts Because Knowing Them Is Cool...

Topic	Code	Article
Big O in Python		Blog
Args and Kwargs Tutorial	Notebook	Blog
Python Collections Guide	Notebook	Blog
Python Lists Tutorial, Difference From Regular Arrays		Blog
Python App Level Logging Template To Use in Any Project	Code	Blog
Using Environment variables in Python		Blog

ML Fundamentals Because Everybody Starts Somewhere...

Topic	Code	Article
Numpy Cheatsheet	Notebook
Image Classification Basics- The Pixel Similarity Concept	Notebook	Blog
Stochastic Gradient Descent From Scratch With Fastai	Notebook	Blog
Image Classification-Progressive Resizing Approach with Fastai	Notebook	Blog
Pandas Dates Cheatsheet/quick reference quide	Notebook	Blog

A Data Scientist's Life Hacks

Topic	Code	Article
Set Up Your Machine For Data Science The Nice Way		Blog
Dockerize an ML Project		Blog
Creating A Quick Web App From ML Project With Streamlit		Blog
Deploying ML App with FastAPI	Code	Blog
The Nice Way to Manage Your Data Science Workflow with Prefect	Code	Blog
The Kaggle way to tune hyperparameters with Optuna	Code	Blog
The Easy Way to Use Config Files in ML Apps	Code	Blog

Fancy Little Data Thingies To Stimulate The Mind...

Topic	Code	Article
Making a YouTube Video Comments Dataset With Google's API		Tutorial
A Collection of 26 Datasets I've Used Often While Learning		Blog
A Collection of 31 Datasets For Your Next Data Science Project		Blog
A scikit-learn pipelines mini project on Heart Failure Detection Dataset from Kaggle	Code	Blog

About Those Code Editors...hmmm

Topic	Code	Article
7 Awesome Jupyter Utlities To Start Using Now		Blog
The Nice Way To Use Docker With VSCode	Gist	Blog

Bash Essential Tricks To Make You Even More Lazy

Topic	Code	Article
Quick Bash Automation To Create a New ML App	Script	Blog
The Easy Way To Prettify the Terminal	Code	Blog

End-To-End ML/DL Projects - These Took A Lot Of Time And Effort, yes...

Topic	Code	Article
Image Classifier Web App With Fastai, Pytorch and Streamlit	Repo	Article Series
Insight-The YouTube Comments Analyser	Repo

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