What Are AI Agents? | Types Of AI Agents | AI Agents Explained | AI Agents Tutorial | Simplilearn

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This tutorial on Types of AI Agents by Simplilearn offers a beginner-friendly, step-by-step exploration of how intelligent systems perceive, act, and adapt in various environments. We start by understanding what an AI agent is and break down its key components, perception, environment, and action. Then, we dive into the classification of agents and explore five distinct types based on their capabilities. The tutorial also covers how different environment types affect agent suitability, followed by insights into evaluating agent performance using key metrics. By the end of this tutorial, we examine real-world applications, connecting theory to practical use cases across industries.

Following are the topics covered in the Types of AI Agents Tutorial:

00:00:00 Introduction to AI Agents
00:01:57 What is an AI Agent?
00:02:16 Key Components: Perception, Environment, Action
00:02:45Classification of AI Agents
1 - Based on Intelligence and Capability
2 - Based on Environment Interaction

00:03:48 Types of AI Agents (Core Section)
1 - Simple Reflex Agents
2 - Model-Based Reflex Agents
3 - Goal-Based Agents
4 - Utility-Based Agents
5 - Learning Agents

00:05:49 Environment Types and Agent Suitability
1. Deterministic vs Stochastic
2. Static vs Dynamic
3. Episodic vs Sequential

00:06:48 Agent Performance Metrics
1. Accuracy: How often does the agent succeed?
2. Adaptability: Can it learn and improve?
3. Efficiency: Does it act in real-time?
4. Robustness: How it handles noise and unexpected input?

00:07:20 Real-World Applications
1. Simple Reflex: Automatic door sensors, basic alarms.
2. Model-Based: Robotic cleaners, smart assistants.
3. Goal-Based: Route optimization, task schedulers.
4. Utility-Based: Financial trading systems, recommendation engines.
5. Learning Agents: Personal assistants, dynamic pricing systems.

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➡️ About the Professional Certificate Program in Generative AI and Machine Learning

Dive into the future of AI with our Generative AI & Machine Learning course, in collaboration with E&ICT Academy, IIT Guwahati. Learn tools like ChatGPT, OpenAI, Hugging Face, Python, and more. Join masterclasses led by IITG faculty, engage in hands-on projects, and earn Executive Alumni Status.

Key Features:
✅ Program completion certificate from E&ICT Academy, IIT Guwahati
✅ Curriculum delivered in live virtual classes by seasoned industry experts
✅ Exposure to the latest AI advancements, such as generative AI, LLMs, and prompt engineering
✅ Interactive live-virtual masterclasses delivered by esteemed IIT Guwahati faculty
✅ Opportunity to earn an 'Executive Alumni Status' from E&ICT Academy, IIT Guwahati
✅ Eligibility for a campus immersion program organized at IIT Guwahati
✅ Exclusive hackathons and “ask-me-anything” sessions by IBM
✅ Certificates for IBM courses and industry masterclasses by IBM experts
✅ Practical learning through 25+ hands-on projects and 3 industry-oriented capstone projects
✅ Access to a wide array of AI tools such as ChatGPT, Hugging Face, DALL-E 2, Midjourney and more
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies

Skills Covered:
✅ Generative AI
✅ Prompt Engineering
✅ Chatbot Development
✅ Supervised and Unsupervised Learning
✅ Model Training and Optimization
✅ Model Evaluation and Validation
✅ Ensemble Methods
✅ Deep Learning
✅ Natural Language Processing
✅ Computer Vision
✅ Reinforcement Learning
✅ Machine Learning Algorithms
✅ Speech Recognition
✅ Statistics

Learning Path:
✅ Program Induction
✅ Programming Fundamentals
✅ Python for Data Science (IBM)
✅ Applied Data Science with Python
✅ Machine Learning
✅ Deep Learning with TensorFlow (IBM)
✅ Deep Learning Specialization
✅ Essentials of Generative AI, Prompt Engineering & ChatGPT
✅ Advanced Generative AI
✅ Capstone
Electives:
✅ ADL & Computer Vision
✅ NLP and Speech Recognition
✅ Reinforcement Learning
✅ Academic Masterclass
✅ Industry Masterclass

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