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

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IITG_Summer_Analytics_Course

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

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Course Link : summer_analytics

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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

  1. Week 2: ML Algorithms

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

week 2 : assignment

  1. Week 3 :Model Tuning

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

week 3 : assignment

  1. Week 4 : Tree-Based Algorithms

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

week 4: assignment

  1. 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

  1. 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

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

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