Fundamentals of TinyML

Ramp up yourself on TinyML in shortest possible time


3 Days


Basic Level

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This course has been designed and developed for providing knowledge about the Fundamentals of TinyML. It provides hands-on experience using Tensorflow Lite to build deep learning solutions for embedded and low-powered devices along with. The course also focuses on responsible AI design and building various applications of TinyML.

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  • Software Engineers
  • Software Developers
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  • Course Introduction
  • The Future of ML is tiny and bright
  • TinyML Challenges
  • Getting Started
  • Introduction to Tensorflow Lite and Micro
  • Model Optimisation
  • TFLite Micro Benchmarks
  • Module Recap
  • The Machine Learning Paradigm
  • The Building Blocks of Deep Learning
  • Exploring ML Application
  • Building a TinyML Model
  • Summary
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Attendees should preferably have basic knowledge of Unix commands and Basic Programming Knowledge of Python. The attendees should also know Machine Learning, Deep Learning and Tensorflow framework.


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