Mastering Robotics: Your Complete Guide from Basics to Advanced with Hands-On Practice

1. Introduction to Robotics

  • 1.1 What is Robotics? – Overview & Real-world Applications
    • Hands-On: Research and review three real-world robot use cases.
  • 1.2 Types of Robots – Industrial, Mobile, Autonomous, Humanoid
    • Hands-On: Watch videos demonstrating each robot type and write a short comparison.
  • 1.3 Robotics Engineering: Core Disciplines
    • Mechanical, Electrical, Software Engineering
  • 1.4 History & Evolution of Robotics

2. Fundamental Robotics Concepts

  • 2.1 Kinematics: Understanding Robot Motion
    • Forward Kinematics, Inverse Kinematics
    • Hands-On: Calculate the forward kinematics for a basic 2-DOF robotic arm.
  • 2.2 Dynamics: Forces & Torques in Robots
    • Newton-Euler Equations
    • Hands-On: Use a simulation tool to observe forces and torques on a robotic joint.
  • 2.3 Actuators & Motors
    • Types: DC Motors, Stepper Motors, Servos
    • Hands-On: Build a simple motor control circuit using Arduino and a DC motor.
  • 2.4 Sensors in Robotics
    • Proximity Sensors, Ultrasonic Sensors, LiDAR, Cameras
    • Hands-On: Set up an ultrasonic sensor to measure distance using Arduino.
  • 2.5 Basic Control Systems
    • Open-Loop vs. Closed-Loop Control
    • Hands-On: Implement a simple closed-loop system using a potentiometer and an LED.
  • 2.6 Introduction to Programming Robots
    • Using Python, C++, and ROS (Robot Operating System)

3. Robot Design & Construction

  • 3.1 Mechanical Design Principles
    • Joints, Links, End Effectors
  • 3.2 Electrical Systems in Robotics
    • Wiring, Power Distribution, Circuit Design
  • 3.3 Microcontrollers & Hardware Platforms
    • Arduino, Raspberry Pi, ESP32
    • Hands-On: Build a basic robot chassis and control it with a microcontroller.
  • 3.4 CAD for Robotics
    • Designing Robot Parts using CAD Software (SolidWorks, AutoCAD)
    • Hands-On: Design a simple robotic gripper using CAD software.

4. Programming for Robotics

  • 4.1 Python for Robotics
    • Basic Syntax, Libraries (OpenCV, Numpy)
    • Hands-On: Write a Python script to control a robot’s movement.
  • 4.2 C++ for Robotics
    • Advanced Control Algorithms, ROS Integration
  • 4.3 Robot Operating System (ROS)
    • ROS Basics, Nodes, Topics, Messages, Services
    • Hands-On: Create a ROS node to control a simulated robot in Gazebo.
  • 4.4 Simulating Robots with Gazebo
    • Setting Up Virtual Environments, Running Simulations

5. Advanced Control Systems in Robotics

  • 5.1 PID Controllers (Proportional-Integral-Derivative)
    • Concepts, Implementation, and Tuning
    • Hands-On: Implement a PID controller to balance a virtual inverted pendulum.
  • 5.2 Adaptive Control Systems
    • Learning-Based Control, Self-tuning Controllers
  • 5.3 Motion Planning Algorithms
    • Path Planning, Trajectory Generation, Obstacle Avoidance
    • Hands-On: Implement a basic A* pathfinding algorithm on a simulated grid.
  • 5.4 SLAM (Simultaneous Localization and Mapping)
    • Techniques: EKF-SLAM, Graph-Based SLAM
    • Hands-On: Use ROS to implement a simple SLAM solution with a virtual robot.

6. AI & Machine Learning for Robotics

  • 6.1 Introduction to AI in Robotics
  • 6.2 Deep Learning for Perception
    • Image Classification, Object Detection, Semantic Segmentation
    • Hands-On: Train a basic CNN model to recognize objects from a video feed.
  • 6.3 Reinforcement Learning for Robot Control
    • Q-Learning, Deep Q-Networks (DQN)
    • Hands-On: Implement a Q-Learning algorithm for a virtual robot to find an optimal path.
  • 6.4 Natural Language Processing in Robotics
    • Voice Commands, Text-Based Instructions
  • 6.5 Autonomous Navigation Systems
    • Building Self-Driving Robot Systems

7. Robot Vision & Perception

  • 7.1 Computer Vision Basics for Robotics
    • Image Processing, Feature Detection, and Matching
    • Hands-On: Implement edge detection using OpenCV and a camera feed.
  • 7.2 3D Perception Techniques
    • Stereo Vision, LiDAR Data Processing, Point Clouds
  • 7.3 Visual SLAM
    • ORB-SLAM, LSD-SLAM, RTAB-Map
    • Hands-On: Use ORB-SLAM to build a map with a camera feed in a simulation environment.

8. Specialized Robotics Topics for Job Preparation

  • 8.1 Collaborative Robots (Cobots)
  • 8.2 Humanoid Robotics
  • 8.3 Robotics in Industrial Automation
    • Applications in Manufacturing, Logistics, Warehouse Automation
  • 8.4 Swarm Robotics
    • Multi-Robot Coordination, Distributed Algorithms
    • Hands-On: Simulate simple swarm behavior in a virtual environment.
  • 8.5 Ethical & Legal Aspects of Robotics

9. Real-World Robotics Projects & Case Studies

  • 9.1 Building an Obstacle-Avoiding Robot
    • Hands-On: Assemble and program an obstacle-avoiding robot using an ultrasonic sensor and microcontroller.
  • 9.2 Creating a Line-Following Robot
    • Hands-On: Build and program a line-following robot with IR sensors.
  • 9.3 Designing a Robotic Arm for Pick-and-Place Tasks
    • Hands-On: Create and control a simple pick-and-place robotic arm using servos.
  • 9.4 Developing an Autonomous Drone
  • 9.5 Implementing a SLAM-Based Mapping Robot

10. Interview Preparation & Mock Tests

  • 10.1 Top Robotics Interview Questions
  • 10.2 Solving Robotics Problems in C++, Python, ROS
  • 10.3 Mock Interview Problems & Solutions
  • 10.4 Building a Robotics Portfolio for Job Applications
  • 10.5 Resume & Interview Tips for Robotics Roles in MNCs

11. Learning Resources & Next Steps

  • 11.1 Recommended Practice Platforms
    • Robot Ignite Academy, Coursera, Udacity, ROS Tutorials
  • 11.2 Top Robotics Books & Courses
  • 11.3 Career Paths in Robotics

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