• weekwid: false
  • widHeader: true
  • orgName: greenbubbles
  • orwid: false
https://www.eventshigh.com/detail/bangalore/c887864d27d19315773db4b7689d038c-machine-learning-fundamentals-with-machine

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

12.916169,77.630386
Sat, 12 May 2018 10:30AM - Sun, 13 May 2018 5:30PM
Rs 9499
878 people viewed this event.
I Am Interested

Get notified when the event happens next time.

Details

Details

 

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

     

Pre-requisities

  • 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.

 

Login to View Organizer Details
Like this event ? Share it with your friends !!
Show

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
Reviews
Reviews
No reviews available
Write a review
Be the first one to review! Share your experience.
Show
Organizer Reviews 4.6 (20)
Reviews for Organizer 4.6
Show

Frequently Asked Questions

FAQs
  • 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
Have any query? Drop your questions here !!
Show