Machine Learning with Embedded Systems

Course Description

An embedded system is a controller with a dedicated function within a larger mechanical or electrical system, often with real-time computing constraints.
It is embedded as part of a complete device often including hardware and mechanical parts.
Embedded systems control many devices in common use today.

Course Instructor

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Bikash Nandan Bora

Pursuing his M.Tech at IIIT specialising in IoT and Machine Learning

TOPICS



1

Introduction

Introductory class to Embedded systems

  • Micro-Processor vs Micro-Controller
  • Networking basics
  • Compiler
  • Analyzing Space and Time Complexity for better performance
  • Computer Organisation and Architecture
  • Operating System basics
  • Assembly language Programming
  • RTOS
  • Arduino
  • Raspberry Pi

2

Circuit Design and Minimization

Know about architecture and circuit design and Micr-processors and Micro-Controllers

  • Instruction
  • Von Neumann Architecture Vs Harvard Architecture
  • Addressing Modes
  • RISC Vs CISC
  • Data formats
  • Interrupts
  • Control Unit Design
  • Organisation
  • Memory Organisation
  • Performance Improvement
  • Hardware Based
  • Parallel Processing
  • Pipelining
  • Operating System basics
  • Process Management
  • Deadlocks
  • Memory Management
  • Miscellaneous
  • Assembly language Programming
  • RTOS
  • Arduino
  • Raspberry Pi

3

Arduino

Learn how to use Arduino boards for development

  • Introduction to programming in Arduino
  • Programming in Micro-Python
  • Programming in Embedded C
  • ALP writing and Analysis
  • Understanding the different Arduino Boards and micro controllers
  • Example code for blinking a LED

4

Projects with Arduino

Make amazing projects

  • RFID based Authentication System
  • Bluetooth App making and integration with Arduino and other microcontrollers
  • Speech synchronization of multiple motors in industry
  • Intensity control of lights
  • Smart grid
  • Working with esp 8266, gsm, touch
  • Touch based home automation
  • Wireless night vision based surveillance system
  • Password based door locking system
  • Temperature control using MQTT
  • Raspberry pi GPIOs