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Collection of useful data science topics along with code and articles in my data science blog
- Data Science Tools
- Machine Learning
- Natural Language Processing
- Time Series
- Visualization
- Mathematical Programming
- Scraping
- Python
- Linear Algebra
- Data Structure
- Statistics
- Applications
- Learning Tips
- Productive Tips
- Book Review
- Data Science Portfolio
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How to Create Fake Data with Faker |
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How to Embed Interactive Charts on your Medium Articles and Personal Website |
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How to Monitor And Log your Machine Learning Experiment Remotely with HyperDash |
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How to Leverage Visual Studio Code for your Data Science Projects |
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Introduction to Datapane: A Python Library to Build Interactive Reports |
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How to Share your Python Objects Across Different Environments in One Line of Code |
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Top 4 Code Viewers for Data Scientist in VSCode |
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How to Create and View Interactive Cheatsheets on the Command-line |
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Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects |
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How to Share your Jupyter Notebook in 3 Lines of Code with Ngrok |
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Introduction to Schema: A Python Libary to Validate your Data |
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Pytest for Data Scientists |
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Introduction to DVC: Data Version Control Tool for Machine Learning Projects |
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Incorporate the Best Practices for Python with These Top 4 VSCode Extensions |
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4 Lessor-Known Yet Awesome Tips for Pytest |
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How to Efficiently Fine-Tune your Machine Learning Models |
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How to Learn Non-linear Dataset with Support Vector Machines |
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Introduction to IBM Federated Learning: A Collaborative Approach to Train ML Models on Private Data |
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3 Steps to Improve your Efficiency when Hypertuning ML Models |
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Train your Machine Learning Model 150x Faster with cuML |
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Natural Language Processing
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Medium article |
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Sentiment Analysis of LinkedIn Messages |
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Find Common Words in Article with Python Module Newspaper and NLTK |
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How to Tokenize Tweets with Python |
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How to Solve Analogies with Word2Vec |
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What is PyTorch |
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Convolutional Neural Network in Natural Language Processing |
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Supercharge your Python String with TextBlob |
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pyLDAvis: Topic Modelling Exploration Tool That Every NLP Data Scientist Should Know |
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Streamlit and spaCy: Create an App to Predict Sentiment and Word Similarities with Minimal Domain Knowledge |
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Medium article |
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3 Ways to Extract Features from Dates with Python |
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What I Learned from Scraping 15k Data Science Articles on Medium |
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How to Create Interactive Plots with Altair |
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How to Create a Drop-Down Menu and a Slide Bar for your Favorite Visualization Tool |
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I Scraped more than 1k Top Machine Learning Github Profiles and this is what I Found |
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Top 6 Python Libraries for Visualization: Which one to Use? |
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Introduction to Yellowbrick: A Python Library to Visualize the Prediction of your Machine Learning Model |
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How to choose stocks to invest in with Python |
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Maximize your Productivity with Python |
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How to Find a Good Match with Python |
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Web Scrape Movie Database with Beautiful Soup |
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Medium article |
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Numpy Tricks for your Data Science Projects |
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Cython-A Speed-Up Tool for your Python Function |
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Timing for Efficient Python Code |
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How to Use Lambda for Efficient Python Code |
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Python Tricks for Keeping Track of Your Data |
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Boost Your Efficiency With Specialized Dictionary Implementations in Python |
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Dictionary as an Alternative to If-Else |
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How to Use Zip to Manipulate a List of Tuples |
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Get the Most out of Your Array With These Four Numpy Methods |
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3 Python Tricks to Read, Create, and Run Multiple Files Automatically |
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How to Exclude the Outliers in Pandas DataFrame |
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How to Build a Matrix Module from Scratch |
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Linear Algebra for Machine Learning: Solve a System of Linear Equations |
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Medium article |
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Convex Hull: An Innovative Approach to Gift-Wrap your Data |
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How to Visualize Social Network With Graph Theory |
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How to Search Data with KDTree |
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How to Find the Nearest Hospital with a Voronoi Diagram |
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Can Datasets of a Dinosaur and a Circle have Identical Statistics? |
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How to Create an Interactive Startup Growth Calculator with Python |
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Streamlit and spaCy: Create an App to Predict Sentiment and Word Similarities with Minimal Domain Knowledge |
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How to Learn Data Science when Life does not Give You a Break |
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How to Accelerate your Data Science Career by Putting yourself in the Right Environment |
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To become a Better Data Scientist, you need to Think like a Programmer |
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How not to be Overwhelmed with Data Science |
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Medium article |
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Boost Your Efficiency with Customized Code Snippets on VSCode |
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How to Organize your Data Science Articles with Github |
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How to Create Reusable Command-Line |
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5 Reasons why you should Switch from Jupyter Notebook to Scripts |
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3 Ways to Get Notified with Python |
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Top 9 Keyboard Shortcuts in VSCode for Data Scientists |
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Python Machine Learning: A Comprehensive Handbook for Machine Learning |
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Medium article |
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How to Create an Elegant Website for your Data Science Portfolio in 10 minutes |
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Build an Impressive Github Profile in 3 Steps |
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