Collection of useful data science topics along with code and articles in my data science blog
- Data Science Tools
- Machine Learning
- Natural Language Processing
- Visualization
- Mathematical Programming
- Scraping
- Python
- Linear Algebra
- Data Structure
- Statistics
- Applications
- Productive Tips
- Learning Tips
- Book Review
| Title | Medium article | Repository |
|---|---|---|
| How to Create Fake Data with Faker | link | link |
| How to Embed Interactive Charts on your Medium Articles and Personal Website | link | link |
| How to Monitor And Log your Machine Learning Experiment Remotely with HyperDash | link | link |
| How to Leverage Visual Studio Code for your Data Science Projects | link | |
| Introduction to Datapane: A Python Library to Build Interactive Reports | link | |
| How to Share your Python Objects Across Different Environments in One Line of Code | link | link |
| Top 4 Code Viewers for Data Scientist in VSCode | link | |
| How to Create and View Interactive Cheatsheets on the Command-line | link | |
| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | link | |
| How to Share your Jupyter Notebook in 3 Lines of Code with Ngrok | link | |
| Introduction to Schema: A Python Libary to Validate your Data | link | link |
| Pytest for Data Scientists | link | link |
| Introduction to DVC: Data Version Control Tool for Machine Learning Projects | link | link |
| Incorporate the Best Practices for Python with These Top 4 VSCode Extensions | link |
| Title | Medium article | Repository |
|---|---|---|
| How to Efficiently Fine-Tune your Machine Learning Models | link | link |
| How to Learn Non-linear Dataset with Support Vector Machines | link | link |
| Introduction to IBM Federated Learning: A Collaborative Approach to Train ML Models on Private Data | link | link |
| 3 Steps to Improve your Efficiency when Hypertuning ML Models | link |
| Title | Medium article | Repository |
|---|---|---|
| Sentiment Analysis of LinkedIn Messages | link | link |
| Find Common Words in Article with Python Module Newspaper and NLTK | link | link |
| How to Tokenize Tweets with Python | link | link |
| How to Solve Analogies with Word2Vec | link | link |
| What is PyTorch | link | link |
| Convolutional Neural Network in Natural Language Processing | link | link |
| Title | Medium article | Repository |
|---|---|---|
| What I Learned from Scraping 15k Data Science Articles on Medium | link | link |
| How to Create Interactive Plots with Altair | link | link |
| How to Create a Drop-Down Menu and a Slide Bar for your Favorite Visualization Tool | link | link |
| I Scraped more than 1k Top Machine Learning Github Profiles and this is what I Found | link | link |
| Top 6 Python Libraries for Visualization: Which one to Use? | link | link |
| Introduction to Yellowbrick: A Python Library to Visualize the Prediction of your Machine Learning Model | link | link |
| Title | Medium article | Repository |
|---|---|---|
| How to choose stocks to invest in with Python | link | link |
| Maximize your Productivity with Python | link | link |
| How to Find a Good Match with Python | link | link |
| Title | Medium article | Repository |
|---|---|---|
| Web Scrape Movie Database with Beautiful Soup | link | link |
| Title | Medium article | Repository |
|---|---|---|
| Numpy Tricks for your Data Science Projects | link | link |
| Cython-A Speed-Up Tool for your Python Function | link | link |
| Timing for Efficient Python Code | link | link |
| How to Use Lambda for Efficient Python Code | link | link |
| Python Tricks for Keeping Track of Your Data | link | link |
| Boost Your Efficiency With Specialized Dictionary Implementations in Python | link | link |
| Dictionary as an Alternative to If-Else | link | link |
| How to Use Zip to Manipulate a List of Tuples | link | link |
| Get the Most out of Your Array With These Four Numpy Methods | link | link |
| Title | Medium article | Repository |
|---|---|---|
| How to Build a Matrix Module from Scratch | link | link |
| Linear Algebra for Machine Learning: Solve a System of Linear Equations | link | link |
| Title | Medium article | Repository |
|---|---|---|
| Convex Hull: An Innovative Approach to Gift-Wrap your Data | link | link |
| How to Visualize Social Network With Graph Theory | link | link |
| How to Search Data with KDTree | link | link |
| How to Find the Nearest Hospital with a Voronoi Diagram | link | link |
| Title | Medium article | Repository |
|---|---|---|
| Can Datasets of a Dinosaur and a Circle have Identical Statistics? | link |
| Title | Medium article | Repository |
|---|---|---|
| How to Create an Interactive Startup Growth Calculator with Python | link | link |
| Title | Medium article | Repository |
|---|---|---|
| Boost Your Efficiency with Customized Code Snippets on VSCode | link | |
| How to Organize your Data Science Articles with Github | link | link |
| How to Create Reusable Command-Line | link | |
| 5 Reasons why you should Switch from Jupyter Notebook to Scripts | link | |
| 3 Ways to Get Notified with Python | link | link |
| Title | Medium article | Repository |
|---|---|---|
| How to Learn Data Science when Life does not Give You a Break | link | |
| How to Accelerate your Data Science Career by Putting yourself in the Right Environment | link | |
| To become a Better Data Scientist, you need to Think like a Programmer | link | |
| How not to be Overwhelmed with Data Science | link |
| Title | Medium article | Repository |
|---|---|---|
| Python Machine Learning: A Comprehensive Handbook for Machine Learning | link |