Materials For Python_Django_DS_ML_NLP

Free materials available on internet for learning python, Data Science, Machine Learning, NLP, Deep Learning and building web application using python which includes Cheat-sheets, links, books, video links and courses.Want to contribute? Send a pull request or contact me on LinkedIn: https://www.linkedin.com/in/harsh-kothari21/

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Python for Absolute Beginners

Type	Source	My Rcommendation
YouTube playlist	Python by Telusko	✔
YouTube Video	Python crash Course Cs50	✔
Book	Python3 by TutorialsPoint
Book	Think Python
Book	Starting out with Python
Course	Python for Everybody @Coursera	✔
CheatSheet	Python3

Data Science

Type	Source
Course	Applied Data Science Specialization in python @Coursera
Book	Data Science from scrach
Book	Data Analysis in python
Youtube Playlist	Data Analysis in Python #Pandas
Youtube Playlist	Small project tutorial to analyze data with Pandas
Youtube Playlist	Plot with Python #Matplotlib
Book	Numeric Python and DS Apllications
Blog	Simple ways to impute missing values in Python
Blog	PCA (Principle Component Analysis) in Python
Project	Analysis on StackOverflow Developing Survey
Interview	Frequently Asked questions
Interview	Shared Experience of DS Interview

Machine Learning

Type	Source
Course	ML by Andrew Ng @Coursera
Book	Machine Learning with Python
Book	Machine Learning with Python Cookbook by Chris Albon
Blog	Detail Guide on Regression with python
Practice Project	Classification Problem - Titanic Competition @Kaggle
Practice Project	Regression Problem - House Price Competition @Kaggle
Notebook	Learn to perform EDA and Solve Classification Problem-Titanic
Notebook	Learn to perform EDA and Solve Regression Problem-House Price
Blog	What is Gradient Descent?, what is Cost Function?, Impact of learning rate?

NLP

Type	Source
Course	NLP Specialization by deeplearning.io @Coursera
Blog	Sentiment analysis of tweets using NLTK and Logistic Regression

Web Application (Flask/Django)

Type	Source
YouTube Playlist	Django Tutorial by Telusko
YouTube Playlist	Django Tutorial to build a blog app
YouTube Playlist	Django Crash Course Tutorial

PySpark

Type	Source
Course	Advance DS by IBM @Coursera