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Machine Learning Fundamentals - With machine learning , data science, AI

Sat, 12 May 2018 10:30AM - Sun, 13 May 2018 5:30PM
Rs 9499
878 people viewed this event.
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The workshop covers the following topics

Basics of Math for Machine Learning

This session runs for half-day and covers the following topics

  • Linear Algebra

    • Scalar, Vector, Matrix
    • Rank
    • Standard Deviation, Variance, Co-variance
    • Eigen Values, Eigen Vectors
  • Calculus and Numerical Optimization basics

    • Gradient Descent

Machine Learning Basics

This session runs for half-day and covers the following

  • Thought process behind machine learning

  • Types of Machine Learning

    • Supervised and Unsupervised
  • Linear Regression

    • Theory
    • Hands-on using Python
  • Model Evaluation

    • Theory of Generalization
    • Train, Test, Validation datasets
    • Cross-validation
    • Regression Model evaluation metrics
    • Hands-on using Python

Tree-based Models

This session covers tree-based supervised learning models and runs for half-day

  • Decision Tree Model
  • Random Forest Model
  • Gradient Boosting Model
  • Classification Model evaluation metrics
  • Hands-on using Python

Unsupervised Models

This session provides an overview of unsupervised models and runs for half-day

  • Cluster Analysis

  • Principal Component Analysis



  • Some background in programming helps. Good to brush up basics of Python, if haven't used Python before
  • Laptop with 4 GB RAM. For hands-on, we will be using a cloud instance (azure notebooks or google colab or equivalent)


Facilitators Profile


Ganesh Chithambalam

Ganesh comes with 10+ years experience in building data products. He's currently building a next-generation AI-driven personalization product.


Bargava Subramanian

Bargava mentors companies and teams in building data science teams. His expertise is in machine learning and deep learning.


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Map & Directions

Map & Directions
GreenBubbles Startup Services No.L-165, Sri Gayathri complex, Near Bhagavathi Hospital, Service Road, Sector 6, HSR Layout, Bengaluru, Karnataka 560102
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Frequently Asked Questions

  • Q. Do you conduct morning or evening class of statistics and ML/PA?
    1:32 PM, 12 May, 2018
  •     A. Hi, We have copied the organizer on this mail they shall be getting back to you shortly. Green Bubbles : Please look into this user's query and do the needful. Regards, EH.
          8:04 AM, 15 May, 2018
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