A master repository of all Data Science projects, concepts, tools and resources that I learn and write about on my blog. Updated every week.
- ML Mini Projects Because Crash Courses Are The Best...
- Python Cool Concepts Because Knowing Them Is Cool...
- ML Fundamentals Because Everybody Starts Somewhere...
- A Data Scientist's Life Hacks
- Fancy Little Data Thingies To Stimulate The Mind...
- About Those Code Editors...hmmm
- Bash Essential Tricks To Make You Even More Lazy
- End-To-End ML/DL Projects - These Took A Lot Of Time And Effort, yes...
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Topic | Code | Article |
|---|---|---|
| 7 Awesome Jupyter Utlities To Start Using Now | Blog | |
| The Nice Way To Use Docker With VSCode | Gist | Blog |
| Topic | Code | Article |
|---|---|---|
| Quick Bash Automation To Create a New ML App | Script | Blog |
| The Easy Way To Prettify the Terminal | Code | Blog |
| 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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