🤖 AI & Machine Learning

Generative AI and Agentic AI

This comprehensive course explores the cutting-edge realms of Generative AI and Agenting AI, delving into their theoreti...

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Sections

1. Introduction to AI and its Evolution
29 views

An overview of artificial intelligence's historical context, development phases, and its significance in today's digital landscape.

10 topics (10 versions)

1.1History of AI

1.2Key Milestones in AI Development

1.3Understanding Machine Learning

1.4Introduction to Deep Learning

1.5AI vs. Traditional Computing

1.6Current AI Trends

1.7Generative vs. Discriminative Models

1.8Applications of AI in Various Fields

1.9Future Trends in AI

1.10Key AI Concepts and Terms

2. Understanding Generative AI
23 views

A detailed look into Generative AI, its mechanisms, and its potential to create new content.

10 topics (10 versions)

2.1What is Generative AI?

2.2Types of Generative Models

2.3Neural Networks and Generative AI

2.4Applications of Generative AI

2.5Limitations of Generative AI

2.6Differences Between GANs and VAEs

2.7Data Requirements for Generative AI

2.8Training Techniques for Generative Models

2.9Evaluating Generative Models

2.10Ethical Considerations in Generative AI

3. Diving Deep into Generative Models
18 views

Exploration of specific types of generative models including GANs, VAEs, and more.

10 topics (10 versions)

3.1Generative Adversarial Networks (GANs)

3.2Variational Autoencoders (VAEs)

3.3Autoregressive Models

3.4Normalizing Flows

3.5Diffusion Models

3.6Comparison of Different Generative Models

3.7Real-World Applications of Generative Models

3.8Challenges in Training Generative Models

3.9Case Studies of Successful Generative Models

3.10Future Directions for Generative Models

4. Introduction to Agenting AI
14 views

An introduction to Agenting AI, focusing on its ability to perceive, act, and learn autonomously.

10 topics (10 versions)

4.1What is Agenting AI?

4.2Types of AI Agents

4.3Agent Perception Systems

4.4Decision-Making Frameworks

4.5Reinforcement Learning Basics

4.6Multi-Agent Systems

4.7Autonomy Levels in AI Agents

4.8Applications of Agenting AI

4.9Challenges in Agent Development

4.10Ethical Considerations for AI Agents

5. Reinforcement Learning in Depth
11 views

A focused study of reinforcement learning and its applications in developing intelligent agents.

10 topics (10 versions)

5.1Introduction to Reinforcement Learning

5.2Markov Decision Processes (MDP)

5.3Q-Learning Fundamentals

5.4Policy Gradient Methods

5.5Exploration vs. Exploitation

5.6Deep Reinforcement Learning

5.7Real-World Applications of Reinforcement Learning

5.8Challenges in Reinforcement Learning

5.9Advanced Techniques in RL

5.10Future Trends in Reinforcement Learning

6. Generative AI in Content Creation
13 views

Examining how generative AI can be utilized in various content creation domains.

10 topics (10 versions)

6.1Text Generation Applications

6.2Image Generation Techniques

6.3Audio and Music Generation

6.4Video Generation and Editing

6.5Creative Writing with AI

6.6Challenges in Content Quality

6.7Case Studies of Successful Content Projects

6.8Role of Human Supervision

6.9Ethical Implications of Generated Content

6.10Future of AI in Creative Disciplines

7. AI Agents in Real-World Applications
11 views

Exploring the practical applications of AI agents across various industries.

10 topics (10 versions)

7.1AI in Customer Service

7.2Autonomous Vehicles

7.3AI in Healthcare

7.4Robotics and AI

7.5AI in Finance

7.6Supply Chain and Logistics

7.7Gaming and AI Agents

7.8Smart Cities and IoT

7.9Personal Assistants and AI

7.10Future Directions in AI Applications

8. Ethical Implications of Generative and Agenting AI
10 views

Addressing the crucial ethical considerations surrounding generative and agenting AI.

10 topics (10 versions)

8.1Bias and Fairness in AI

8.2Intellectual Property Issues

8.3Misinformation and Deepfakes

8.4Transparency and Accountability

8.5Privacy Concerns

8.6Consent and Data Usage

8.7Regulatory Frameworks

8.8Social Implications of AI Agents

8.9Professional Standards in AI Development

8.10Future Ethical Considerations

9. Hands-On Projects with Generative AI
24 views

Engaging in practical projects that utilize generative AI technologies.

10 topics (10 versions)

9.1Setting Up Your AI Environment

9.2Building a Simple Text Generator

9.3Creating Custom Image Generators

9.4Combining Generative Models

9.5Evaluating Model Outputs

9.6Iterating and Improving Models

9.7Documenting Your AI Projects

9.8Showcasing Your Work

9.9Working Collaboratively on AI Projects

9.10Future Projects to Consider

10. Future of Generative and Agenting AI
16 views

Speculating on future advancements and the evolving landscape of generative and agenting AI.

10 topics (10 versions)

10.1Emerging Trends in AI Technology

10.2Potential Impact on Industries

10.3AI and Human Collaboration

10.4Future Ethical Considerations

10.5Societal Changes Expected

10.6AI in Education

10.7Research Directions for AI

10.8Opportunities in AI Careers

10.9Preparing for an AI Future

10.10Collaborative Futures in AI Development

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Generative AI and Agentic AI

Sections

1. Introduction to AI and its Evolution29 views

2. Understanding Generative AI23 views

3. Diving Deep into Generative Models18 views

4. Introduction to Agenting AI14 views

5. Reinforcement Learning in Depth11 views

6. Generative AI in Content Creation13 views

7. AI Agents in Real-World Applications11 views

8. Ethical Implications of Generative and Agenting AI10 views

9. Hands-On Projects with Generative AI24 views

10. Future of Generative and Agenting AI16 views

Sign in to track your progress

1. Introduction to AI and its Evolution
29 views

2. Understanding Generative AI
23 views

3. Diving Deep into Generative Models
18 views

4. Introduction to Agenting AI
14 views

5. Reinforcement Learning in Depth
11 views

6. Generative AI in Content Creation
13 views

7. AI Agents in Real-World Applications
11 views

8. Ethical Implications of Generative and Agenting AI
10 views

9. Hands-On Projects with Generative AI
24 views

10. Future of Generative and Agenting AI
16 views