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 |
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| Introduction to Datapane: A Python Library to Build Interactive Reports |
link |
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| 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 |
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| How to Create and View Interactive Cheatsheets on the Command-line |
link |
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| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects |
link |
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| How to Share your Jupyter Notebook in 3 Lines of Code with Ngrok |
link |
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| 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 |
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| 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 |
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| Train your Machine Learning Model 150x Faster with cuML |
link |
link |
Natural Language Processing
| 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 |
| Supercharge your Python String with TextBlob |
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 |
| 3 Python Tricks to Read, Create, and Run Multiple Files Automatically |
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 |
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| How to Organize your Data Science Articles with Github |
link |
link |
| How to Create Reusable Command-Line |
link |
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| 5 Reasons why you should Switch from Jupyter Notebook to Scripts |
link |
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| 3 Ways to Get Notified with Python |
link |
link |
| Top 9 Keyboard Shortcuts in VSCode for Data Scientists |
link |
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| Title |
Medium article |
Repository |
| How to Learn Data Science when Life does not Give You a Break |
link |
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| How to Accelerate your Data Science Career by Putting yourself in the Right Environment |
link |
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| To become a Better Data Scientist, you need to Think like a Programmer |
link |
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| How not to be Overwhelmed with Data Science |
link |
|
| Title |
Medium article |
Repository |
| Python Machine Learning: A Comprehensive Handbook for Machine Learning |
link |
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