Generative AI for Everyone
Instructed by AI pioneer Andrew Ng, Generative AI for Everyone offers his unique perspective on empowering you and your work with generative AI. Andrew will guide you through how generative AI works and what it can (and can’t) do. It includes hands-on exercises where you'll learn to use generative AI to help in day-to-day work and receive tips on effective prompt engineering, as well as learning how to go beyond prompting for more advanced uses of AI. You’ll get insights into what generative AI can do, its potential, and its limitations.
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- Level Beginner
- المدة 7 ساعات hours
- الطبع بواسطة DeepLearning.AI
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Offered by
عن
Instructed by AI pioneer Andrew Ng, Generative AI for Everyone offers his unique perspective on empowering you and your work with generative AI. Andrew will guide you through how generative AI works and what it can (and can't) do. It includes hands-on exercises where you'll learn to use generative AI to help in day-to-day work and receive tips on effective prompt engineering, as well as learning how to go beyond prompting for more advanced uses of AI.
You'll get insights into what generative AI can do, its potential, and its limitations. You'll delve into real-world applications and learn common use cases. You'll get hands-on time with generative AI projects to put your knowledge into action and gain insight into its impact on both business and society.
This course was created to ensure everyone can be a participant in our AI-powered future.
الوحدات
What is Generative AI?
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4
Videos
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1
Readings
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1
ExternalTool
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1
Assignment
1
Assignment
- What is Generative AI?
1
External Tool
- Intake Survey
4
Videos
- Welcome
- How Generative AI works
- LLMs as a thought partner
- AI is a general purpose technology
1
Readings
- [IMPORTANT] Have questions, issues or ideas? Join our Forum!
Generative AI Applications
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6
Videos
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1
Assignment
1
Assignment
- Generative AI applications
6
Videos
- Writing
- Reading
- Chatting
- What LLMs can and cannot do
- Tips for prompting
- Image generation (optional)
Resources
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1
Readings
1
Readings
- Week 1 resources
Lecture Notes (Optional)
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1
Readings
1
Readings
- Week 1 lecture notes
Software applications
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4
Videos
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1
ExternalTool
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1
Assignment
1
Assignment
- Software Applications
1
External Tool
- Trying generative AI code yourself (optional)
4
Videos
- Using generative AI in software applications
- Trying generative AI code yourself (optional)
- Lifecycle of a generative AI project
- Cost intuition
Advanced technologies: Beyond prompting
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6
Videos
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1
Assignment
1
Assignment
- Advanced technologies: Beyond prompting
6
Videos
- Retrieval Augmented Generation (RAG)
- Fine-tuning
- Pretraining an LLM
- Choosing a model
- How LLMs follow instructions: Instruction tuning and RLHF (optional)
- Tool use and agents (optional)
Lecture Notes (Optional)
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1
Readings
1
Readings
- Week 2 lecture notes
Generative AI and business
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6
Videos
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1
Assignment
1
Assignment
- Generative AI and business
6
Videos
- Day-to-day usage of web UI LLMs
- Task analysis of jobs
- Additional job analysis examples
- New workflows and new opportunities
- Teams to build generative AI software
- Automation potential across sectors
Generative AI and society
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5
Videos
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1
Assignment
1
Assignment
- Generative AI and society
5
Videos
- Concerns about AI
- Artificial General Intelligence
- Responsible AI
- Course Summary
- Building a more intelligent world
Resources
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1
Readings
1
Readings
- Week 3 resources
Lecture Notes (Optional)
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1
Readings
1
Readings
- Week 3 lecture notes
Acknowledgments
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2
Readings
2
Readings
- Acknowledgments
- (Optional) Opportunity to Mentor Other Learners
Andrew Ng