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Machine Learning & IoT Bootcamp - Singapore

Saturday, February 10 @ 9:30 a.m. - 6 p.m.
Sandeep Giri

Sandeep Giri

Founder @ CloudxLab

Event Details

One Day workshop on Machine Learning & IoT

Location- NUS Enterprise, #02-01, 71 Ayer Rajah Crescent, Singapore

What's Included- Light snacks and soft drinks will be served during workshop

Preparation- Participants are requested to bring their own laptops with Anaconda installed in order to follow the hands-on during the session.

Follow the blog post to get step-by-step instruction to setup Anaconda for machine learning exercise and downloading the MNIST dataset: Python Setup Using Anaconda For Machine Learning and Data Science Tools

About Presenter

Past- Amazon, InMobi, tBits Global, D.E.Shaw

For last 15 years, Sandeep has been building products and churning large amounts of data for various product companies. He has an all-around experience of software development and big data analysis.

Apart from digging data and technologies, Sandeep enjoys conducting interviews and explaining difficult concepts in simple ways.


About the Event

This session would broadly cover the following:

  • Introduction to Machine Learning and AI
  • What is Classification?
  • Hands-on example on binary classification using MNIST dataset
  • Understanding Stochastic Gradient Descent (SGD) Classifier
  • Training a binary classifier using SGD
  • Performance measure

    • Cross Validation
    • Confusion Matrix
    • Precision and Recall
    • F1 Score
    • Precision / Recall Tradeoff
    • ROC Curve

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