senhorinfinito/IITG_Summer_Analytics_Course

This is a course work repository. All material in this repository is subjected to summer analytics club, IIT Guhawati.

IITG_Summer_Analytics_Course

This is a course work repository. All material in this repository is subjected to summer analytics club, IIT Guhawati.

Course Link : summer_analytics

In this 6 wweek bootcamp, I have implemented classification & regression combinly on data.

1. Week 1 : Intro To Python & Python Libraries

     -  Which includes 
     - Basics of Python
     - Numpy and Pandas         
     - Data Analysis & Visualisations in Python
   

Week 1 : assignment

2. Week 2: ML Algorithms

    - Handling Missing Values
    - Types of Machine Learning        
    - Linear Regression
    - Logistic Regression   
    - Cost Function & Gradient Descent
   

week 2 : assignment

3. Week 3 :Model Tuning

     - Generalization
    - Overfittiing & Underfitting
    - Support Vector Machines       
    - The Confusion Matrix       
    - Evaluation Metrics
   

week 3 : assignment

4. Week 4 : Tree-Based Algorithms

    - Tree based models     
    - Gradient Boosting       
    - Feature Selection & Engineering      
    - Hyperparamter Tuning
   

week 4: assignment

5. Week 5 : Neural Networks

    - Introduction to Deep Learning
    -   Unsupervised Learning     
    - Dimensionality Reduction
    - K-Means Clustering
   

week 5 : assignment

Week 6 capstone project will update on 14th july 2021

6. Week 6 : Hackathon

     - Hackathon Based project 
     - secured   rank in 20% of active candidate rank & 3% of registered candidate
     - Buffer period
     - Developed a ad revenue based project. 
   

week 6: project