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
| Title | 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 |
| Orchestrate a Data Science Project in Python With Prefect | link | link |
| Introduction to Deepnote: Real-time Collaboration on Jupyter Notebook | link | |
| Great Expectations: Always Know What to Expect From Your Data | link | link |
| Title | 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 |
| Write Clean Python Code Using Pipes | link | link |
| Introducing FugueSQL — SQL for Pandas, Spark, and Dask DataFrames | link | link |
| DeepDiff — Recursively Find and Ignore Trivial Differences Using Python | link | link |
| Title | 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 |
| Title | Article | Repository |
|---|---|---|
| Cython-A Speed-Up Tool for your Python Function | link | link |
| Train your Machine Learning Model 150x Faster with cuML | link | link |
| Title | Article | Repository |
|---|---|---|
| SymPy: Symbolic Computation in Python | link | link |
| How to Create Mathematical Animations like 3Blue1Brown Using Python | link | link |
| Title | 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 |
| Title | 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 |
| Title | Article | Repository |
|---|---|---|
| How to Create an App to Classify Dogs Using fastai and Streamlit | link | link |
| Title | 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 |
| Title | Article | Repository |
|---|---|---|
| 3 Ways to Extract Features from Dates with Python | link | link |
| Similarity Encoding for Dirty Categories Using dirty_cat | link | link |
| Title | Article | Repository |
|---|---|---|
| How to Embed Interactive Charts on your 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 |
| What skills and backgrounds do data scientists have in common? | link | link |
| Visualize Similarities Between Companies With Graph Database | link | link |
| Visualize GitHub Social Network with PyGraphistry | link | link |
| Find the Top Bootcamps for Data Professionals From Over 5k Profiles | link | link |
| Title | 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 |
| Title | 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 |
| Title | 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 |
| Simplify Your Functions with Functools’ Partial and Singledispatch | link | link |
| Title | 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 |
| Title | 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 | 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 | 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 |
| Detect Change Points with Bayesian Inference and PyMC3 | link | link |
| Title | 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 |
| Title | 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 | 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 |
| Title | 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 |
| Title | Article | Repository |
|---|---|---|
| Python Machine Learning: A Comprehensive Handbook for Machine Learning | link |
| Title | 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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