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Data Science Topics
Collection of useful data science topics along with code and articles in my data science blog
Contents
- 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
Data Science Tools
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 |
Machine Learning
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 |
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 |
Visualization
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 |
Mathematical Programming
Title |
Medium article |
Repository |
How to choose stocks to invest in with Python |
link |
link |
Maximize your Productivity with Python |
link |
link |
Scraping
Title |
Medium article |
Repository |
Web Scrape Movie Database with Beautiful Soup |
link |
link |
Python
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 |
Linear Algebra
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 |
How to Find a Good Match with Python |
link |
link |
Data Structure
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 |
Statistics
Title |
Medium article |
Repository |
Can Datasets of a Dinosaur and a Circle have Identical Statistics? |
link |
|
Applications
Title |
Medium article |
Repository |
How to Create an Interactive Startup Growth Calculator with Python |
link |
link |
Productive Tips
Title |
Medium article |
Repository |
How to Share your Jupyter Notebook in 3 Lines of Code with Ngrok |
link |
|
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 |
|
Learning Tips
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 |
|
Book Review
Title |
Medium article |
Repository |
Python Machine Learning: A Comprehensive Handbook for Machine Learning |
link |
|