tanav2202 / Stats-and-ML

A collection of code I write for Stats and Ml and my kaggle notebooks

Index of Repository

1. Linear Algebra

Vector.py file

Functions on one or more vectors-

• Print
• return magnitude
• return normal vecotor
• Add 2 vectors
• subtract 2 vectors
• scalar multiplication

2. Statistics

My Articles on Theory Behind this Medium Blog (click)

Stats Jupyter Notebook Includes-
This Jupyter Notebook is by Prof. Andrew Thangaraj (IITM Stats)

Code for Theoretical Topics

• Uniform Distribution
• Monte Carlo Simulation
• Conditional Probability
• Bayes Theorm
• Expected Values of Common Distributions
• Common Distributions Visualization
  • Uniform Distribution
  • Exponential Distribution
  • Normal Distribution
• Fitting a distribution and estimating parameters
• Fitting a Gamma Distribution
• Method Of Moments
• Confidence Intervals
• Maximum Likelihood

Examples of use cases

• Monte Carlo
• Unbaised Coin Toss
• Unbaised Dice
• Monty Hall Problem
• Birthday Problem
• Polya's Urn Scheme
• Gambler's Ruin
• Biased Coin toss
• Biased Gamblers Ruin
• Casino Die game
• Balls and Bins

3. Kaggle Notebook Store

Covid Info and Analysis

• Overview

• Initialization

  • Importing the dataset

• Importing Libraries

• Reading Dataset

• Data Cleaning

  • World Dataset
  • Indian Vaccination Dataset

• Data Visualization

  • World Dataset

  • Indian Dataset

  • World Vaccination Situation

  • India vs Pakistan vs China Vaccination Situation

  • Indian Vaccination situation

    • Testing
    • Result of Testing
    • Vaccination Situation

  • Attempt at Linear Regression on Indian States Dataset

    • This is an attempt ( failed one) at finding a linear relationship between Cases per day and Deaths per day in various states of india