Artificial Intelligence And Machine Learning - Robothlon'19


Robothlon'19 is a National level workshop series organized by Robosapiens India in association with Rendezvous 2019 IIT Delhi. We are Robosapiens India Publications an IIT-Bombay alumni venture.

Project Description
  • Overview
  • Course

OVERVIEW


The duration of this workshop will be 1 day , with 2 Sessions properly divided into theory and hand on practical sessions.

Certificate by Robothlon'19 in Association With Rendezvous 2019 IIT Delhi.

Session 1

Introduction
  • Machine learning, Artificial Intelligence, Statistics, Data Mining and More
  • Machine learning applications in our daily lives
  • Introduction to Data Science and Big Data
  • Ingredients of Machine Learning -- Data, Model and Process
  • Statistics 101
    • Basic Elements of Statistics
    • Random Variables, Probability Density/Mass Function, Expectations
    • Rules of Probability
  • Training your first practical model
Data Wrangling Lab
  • Python 101
  • Introduction to Data Structures in Python
  • Storing and Manipulating Data

Session 2

Supervised Machine Learning
  • Regression
    • Linear Regression, Polynomial Regression
  • Classification
    • Logistic Regression
    • LDA/QDA
    • Naive Bayes, Decision Trees
    • Nearest Neighbour Methods
    • Generative vs. Discriminative Learning
  • Forecasting - Time Series Analysis
    • Seasonality and Trends
    • Moving Averages
    • ARIMA
  • Structure Learning
    • Hidden Markov Models
    • Conditional Random Fields