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
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Medium article
Repository
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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Medium article
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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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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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Medium article
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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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Medium article
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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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Medium article
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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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Medium article
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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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How to Find a Good Match with Python
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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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Medium article
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Can Datasets of a Dinosaur and a Circle have Identical Statistics?
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Medium article
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How to Create an Interactive Startup Growth Calculator with Python
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Medium article
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How to Share your Jupyter Notebook in 3 Lines of Code with Ngrok
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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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Medium article
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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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Medium article
Repository
Python Machine Learning: A Comprehensive Handbook for Machine Learning
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