Code With Us

Hi! We have made a Python roadmap for 10 Week where participants can learn everything they need to know from the basics to a deep dive into machine learning, data analysis, and deep learning

Installation Required

  - Python 3.3 or Higher
  - Jupyter Notebook
  - Anaconda (Latest Version)
    
    1.Numpy
    2.Pandas
    3.Matplotlib
    4.Scikit-learn
    5.PyTorch
    6.SciPy
    7.Plotly
    8.PyGame
    9.BeautifulSoup
    10.MoviePy
    11.Pillow
    12.Tkinter    

Content:

• Week 1 - Intro

  • Variables
  • Operators
  • Conditionals
  • Cycles

• Week 2 - Basic Maths

  • Functions
  • Sets
  • Booleans
  • And-Operators
  • User Input
  • Dictionaries
  • List

• Week 3 - Deep Dive into Python

  • if Statement
  • Functions
  • For Loop/ While Loop
  • Lambda Functions
  • Advance List
  • Finding Prime Number

• Week 4 - Python Intermediate

  • Inheritance
  • Modules
  • (Project- WeatherApp)

• Week 5 - Web Scraping & Browser Automation (Project 2)

  • Scraping Web
  • Intro to BeautifulSoup
  • Selenium
  • (Project- Virtual Assist)

• Week 6 - Intro Numpy & Data visualization and manipulation

  • Sets
  • Numpy
  • Pandas
  • Matplotlib
  • Seaborn
  • Bokeh

• Week 7 - Data Analysis

  • Covid 19 Data Analysis
  • Fake News Detection
  • House Price Detection
  • IMDb Analysis
  • (many more)

• Week 8 - Mathematics

  • Linear Algebra
  • Probability
  • Statistics
  • @Machine Learning Video Playlist
  • @Statistics in ML

• Week 9 - ML algo's and Regression

  • Linear Regression
  • Polynomial Regression
  • Logistic Regression
  • Overfit Complexity
  • K Nearest Neighbor (KNN)
  • Decision Tree
  • Support Vector Machines (SVM)

• Week 10 - Intro Deep Learning

  • Intro Deep Learning Part 2
  • Deep Learning (Basic Theory)
  • Pytorch
  • Convolutional Neural Network

Authors

• @Aryan Karn
• @Dharm Raj Maurya
• We would also like to acknowledge many other developers for the code which was made available on Github.