Fundamentals of TinyML

Ramp up yourself on TinyML in shortest possible time

Duration

3 Days

Level

Basic Level

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As per your team needs

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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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Welcome to TinyML

Course Introduction
The Future of ML is tiny and bright
TinyML Challenges
Getting Started

Introduction to Tensorflow Lite

Introduction to Tensorflow Lite and Micro
Model Optimisation
TFLite Micro Benchmarks
Module Recap

Introduction to (Tiny)ML

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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Fundamentals of TinyML

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