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AI+ Robotics™
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Module 1: Introduction to Robotics and Artificial Intelligence (AI)
Module 1: Introduction to Robotics and Artificial Intelligence (AI)
1.1 Overview of Robotics: Introduction, History, Evolution, and Impact
1.2 Introduction to Artificial Intelligence (AI) in Robotics
1.3 Fundamentals of Machine Learning (ML) and Deep Learning
1.4 Role of Neural Networks in Robotics
Quiz
Module 2: Understanding AI and Robotics Mechanics
Module 2: Understanding AI and Robotics Mechanics
2.1 Components of AI Systems and Robotics
2.2 Deep Dive into Sensors, Actuators, and Control Systems
2.3 Exploring Machine Learning Algorithms in Robotics
Quiz
Module 3: Autonomous Systems and Intelligent Agents
Module 3: Autonomous Systems and Intelligent Agents
3.1 Introduction to Autonomous Systems
3.2 Building Blocks of Intelligent Agents
3.3 Case Studies: Autonomous Vehicles and Industrial Robots
3.4 Key Platforms for Development: ROS (Robot Operating System)
Quiz
Module 4: AI and Robotics Development Frameworks
Module 4: AI and Robotics Development Frameworks
4.1 Python for Robotics and Machine Learning
4.2 TensorFlow and PyTorch for AI in Robotics
4.3 Introduction to Other Essential Frameworks
Quiz
Lab Practice 4.1
Lab Practice 4.2
Python File Download
Module 5: Deep Learning Algorithms in Robotics
Module 5: Deep Learning Algorithms in Robotics
5.1 Understanding Deep Learning: Neural Networks, CNNs
5.2 Robotic Vision Systems: Object Detection, Recognition
5.3 Hands-on Session: Training a CNN for Object Recognition
5.4 Use-case: Precision Manufacturing with Robotic Vision
Quiz
Lab Practice 5.1
Python File Download
Module 6: Reinforcement Learning in Robotics
Module 6: Reinforcement Learning in Robotics
6.1 Basics of Reinforcement Learning (RL)
6.2 Implementing RL Algorithms for Robotics
6.3 Hands-on Session: Developing RL Models for Robots
6.4 Use-case: Optimizing Warehouse Operations with RL
Quiz
Lab Practice 6.1
Lab Practice 6.2
Lab Practice 6.3
Python File Download
Module 7: Generative Artificial Intelligence (AI) for Robotic Creativity
Module 7: Generative Artificial Intelligence (AI) for Robotic Creativity
7.1 Exploring Generative AI: GANs and Applications
7.2 Creative Robots: Design, Creation, and Innovation
7.3 Hands-on Session: Generating Novel Designs for Robotics
7.4 Use-case: Custom Manufacturing with AI
Quiz
Lab Practice 7.1
Lab Practice 7.2
Python File Download
Module 8: Natural Language Processing (NLP) for Human-Robot Interaction
Module 8: Natural Language Processing (NLP) for Human-Robot Interaction
8.1 Introduction to NLP for Robotics
8.2 Voice-Activated Control Systems
8.3 Hands-on Session: Creating a Voice-command Robot Interface
8.4 Case-Study: Assistive Robots in Healthcare
Quiz
Lab Practice 8.1
Lab Practice 8.2
Lab Practice 8.3
Python File Download
Module 9: Practical Activities and Use-Cases
Module 9: Practical Activities and Use-Cases
9.1 Hands-on Session-1: Building AI Models for Object Recognition using Python Programming
9.2 Hands-on Session-2: Path Planning, Obstacle Avoidance, and Localization Implementation using Python Programming
9.3 Hands-on Session-3: PID Controller Implementation using Python programming
9.4 Use-cases: Precision Agriculture, Automated Assembly Lines
Quiz
Lab Practice 9.1
Lab Practice 9.2
Lab Practice 9.3
Lab Practice 9.4
Lab Practice 9.5
Lab Practice 9.6
Python File Download
Module 10: Emerging Technologies and Innovation in Robotics
Module 10: Emerging Technologies and Innovation in Robotics
10.1 Integration of Blockchain and Robotics
10.2 Quantum Computing and Its Potential
Quiz
Module 11: Exploring Artificial Intelligence (AI) with Robotic Process Automation
Module 11: Exploring Artificial Intelligence (AI) with Robotic Process Automation
11.1 Understanding Robotic Process Automation and its use-cases
11.2 Popular RPA Tools and Their Features
11.3 Integrating AI with RPA
Quiz
Module 12: Artificial Intelligence (AI) Ethics, Safety, and Policy
Module 12: Artificial Intelligence (AI) Ethics, Safety, and Policy
12.1 Ethical Considerations in AI and Robotics
12.2 Safety Standards for AI-Driven Robotics
12.3 Discussion: Navigating AI Policies and Regulations
Quiz
Module 13: Innovations and Future Trends in AI and Robotics
Module 13: Innovations and Future Trends in AI and Robotics
13.1 Latest Innovations in Robotics and AI
13.2 Future of Work and Society: Impact of AI and Robotics
Quiz
Resources
AI+ Robotics Tools
AI+ Robotics Blueprint
AI+ Robotics Detailed Curriculum
AI+ Robotics Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Robotics Examination
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AI+ Robotics™
