Data Science Topics

Collection of useful data science topics along with code and articles in my data science blog.

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Data Science Tools
Productive Tools
Tools for Deployment
Speed-up Tools
Math Tools
Machine Learning
Natural Language Processing
Computer Vision
Time Series
Feature Engineering
Visualization
Mathematical Programming
Scraping
Python
Terminal
Linear Algebra
Data Structure
Statistics
Applications
Learning Tips
Productive Tips
VSCode
Book Review
Data Science Portfolio

Data Science Tools

Title	Medium article	Repository
How to Create Fake Data with Faker	link	link
Introduction to Schema: A Python Libary to Validate your Data	link	link
Introduction to DVC: Data Version Control Tool for Machine Learning Projects	link	link
Introduction to Datasette: Explore and Publish Your Data in One Line of Code	link
Introduction to Datapane: A Python Library to Build Interactive Reports	link
Datapane’s New Features: Create a Beautiful Dashboard in Python in a Few Lines of Code	link	link
Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects	link
Pytest for Data Scientists	link	link
4 Lessor-Known Yet Awesome Tips for Pytest	link	link
Introduction to Weight & Biases: Track and Visualize your Machine Learning Experiments in 3 Lines of Code	link	link
Kedro — A Python Framework for Reproducible Data Science Project	link	link
Introduction to Deepnote: Real-time Collaboration on Jupyter Notebook	link
Great Expectations: Always Know What to Expect From Your Data	link	link

Productive Tools

Title	Medium article	Repository
How to Share your Python Objects Across Different Environments in One Line of Code	link	link
How to Share your Jupyter Notebook in 3 Lines of Code with Ngrok	link
3 Tools to Track and Visualize the Execution of your Python Code	link	link
2 Tools to Automatically Reload when Python Files Change	link	link
How to Strip Outputs and Execute Interactive Code in a Python Script	link	link
Pydash: A Kitchen Sink of Missing Python Utilities	link	link
4 pre-commit Plugins to Automate Code Reviewing and Formatting in Python	link	link

Tools for Deployment

Title	Medium article	Repository
How to Effortlessly Publish your Python Package to PyPI Using Poetry	link	link
Typer: Build Powerful CLIs in One Line of Code using Python	link	link

Speed-up Tools

Title	Medium article	Repository
Cython-A Speed-Up Tool for your Python Function	link	link
Train your Machine Learning Model 150x Faster with cuML	link	link

Math Tools

Title	Medium article	Repository
SymPy: Symbolic Computation in Python	link	link
How to Create Mathematical Animations like 3Blue1Brown Using Python	link	link

Machine Learning

Title	Medium article	Repository
How to Monitor And Log your Machine Learning Experiment Remotely with HyperDash	link	link
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
human-learn: Create a Human Learning Model by Drawing	link	link
Patsy: Build Powerful Features with Arbitrary Python Code	link	link
SHAP: Explain Any Machine Learning Model in Python	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
pyLDAvis: Topic Modelling Exploration Tool That Every NLP Data Scientist Should Know	link	link
Streamlit and spaCy: Create an App to Predict Sentiment and Word Similarities with Minimal Domain Knowledge	link	link
Build a Robust Conversational Assistant with Rasa	link	link
I Analyzed 2k Data Scientist and Data Engineer Jobs and This is What I Found	link	link

Computer Vision

Title	Medium article	Repository
How to Create an App to Classify Dogs Using fastai and Streamlit	link	link

Time Series

Title	Medium article	Repository
Kats: a Generalizable Framework to Analyze Time Series Data in Python	link	link
How to Detect Seasonality, Outliers, and Changepoints in Your Time Series	link	link

Feature Engineering

Title	Medium article	Repository
3 Ways to Extract Features from Dates with Python	link	link
Similarity Encoding for Dirty Categories Using dirty_cat	link	link

Visualization

Title	Medium article	Repository
How to Embed Interactive Charts on your Medium Articles and Personal Website	link	link
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
Visualize Gender-Specific Tweets with Scattertext	link	link
Visualize Your Team’s Projects Using Python Gantt Chart	link	link
How to Create Bindings and Conditions Between Multiple Plots Using Altair	link	link
How to Sketch your Data Science Ideas With Excalidraw	link
Pyvis: Visualize Interactive Network Graphs in Python	link	link
Build and Analyze Knowledge Graphs with Diffbot	link
Observe The Friend Paradox in Facebook Data Using Python	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
How to Find a Good Match with Python	link	link
How to Solve a Staff Scheduling Problem with Python	link	link
How to Find Best Locations for your Restaurants with Python	link	link
How to Schedule Flights in Python	link	link
How to Solve a Production Planning and Inventory Problem in Python	link	link

Scraping

Title	Medium article	Repository
Web Scrape Movie Database with Beautiful Soup	link	link
top-github-scraper: Scrape Top Github Users and Repositories Based On a Keyword in One Line of Code	link	link

Python

Title	Medium article	Repository
Numpy Tricks for your Data Science Projects	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
How to Exclude the Outliers in Pandas DataFrame	link	link
Python Clean Code: 6 Best Practices to Make Your Python Functions More Readable	link	link
3 Techniques to Effortlessly Import and Execute Python Modules	link	link

Terminal

Title	Medium article	Repository
How to Create and View Interactive Cheatsheets on the Command-line	link
Understand CSV Files from your Terminal with XSV	link
Prettify your Terminal Text With Termcolor and Pyfiglet	link	link
Stop Using Print to Debug in Python. Use Icecream Instead	link
Rich: Generate Rich and Beautiful Text in the Terminal with Python	link	link
Create a Beautiful Dashboard in your Terminal with Wtfutil	link	link
3 Tools to Monitor and Optimize your Linux System	link
Ptpython: A Better Python REPL	link	link
fd: a Simple but Powerful Tool to Find and Execute Files on the Command Line	link
Speed Up your Command-Line Navigation with These 3 Tools	link
Python and Data Science Snippets on the Command Line	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

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	link
Introduction to One-Way ANOVA: A Test to Compare the Means between More than Two Groups	link	link
Bayes’ Theorem, Clearly Explained with Visualization	link	link

Applications

Title	Medium article	Repository
How to Create an Interactive Startup Growth Calculator with Python	link	link
Streamlit and spaCy: Create an App to Predict Sentiment and Word Similarities with Minimal Domain Knowledge	link	link
PyWebIO: Write Interactive Web App in Script Way Using Python	link	link
PyWebIO 1.3.0: Add Tabs, Pin Input, and Update an Input Based on Another Input	link	link
Simulate Real-life Events in Python Using SimPy	link	link
Create an App to Deal with Boredom Using PyWebIO	link	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
How not to be Overwhelmed with Data Science	link

Productive Tips

Title	Medium article	Repository
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
7 Reasons Why you Should Start Documenting your Code	link

VSCode

Title	Medium article	Repository
How to Leverage Visual Studio Code for your Data Science Projects	link
Top 4 Code Viewers for Data Scientist in VSCode	link
Incorporate the Best Practices for Python with These Top 4 VSCode Extensions	link
Boost Your Efficiency with Customized Code Snippets on VSCode	link
Top 9 Keyboard Shortcuts in VSCode for Data Scientists	link

Book Review

Title	Medium article	Repository
Python Machine Learning: A Comprehensive Handbook for Machine Learning	link

Data Science Portfolio

Title	Medium article	Repository
How to Create an Elegant Website for your Data Science Portfolio in 10 minutes	link
Build an Impressive Github Profile in 3 Steps	link

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