Overview
This comprehensive Generative AI course will help learners become adept at condensing and expanding information, leveraging large language models for insightful inferences, and effectively utilizing diverse formats, such as chat and browser-based prompting. It will also give learners practical exposure to effective API utilization. It will prepare learners to ace roles that demand nuanced communication and strategic application of Generative AI in a digitally evolving landscape.
Why this
course?
This course will help you learn and understand:
- Iterative refinement
- Condensing & expanding information
- Inferring with large language models
- Working with different formats
- API utilization
Curriculum
- Pillars for crafting your prompts
- Structuring input and output
- Checking for specific conditions
- Checking for hallucinations
- Design consideration
- Role consideration
- Zero-shot prompting
- Few-shot prompting
- Chain of thought prompting
- Self-consistency prompting
- Generated knowledge prompting
- Automatic prompt engineering
- Active prompting
- Directional stimulus prompting
- React prompting
- Multimodal chain of thought
- Response analysis
- Methods to improve your prompts
- Observing the hugging face community for collaboration
- Limiting the response length
- Focusing the topic of a prompt
- Using keywords in a prompt
- Synthesizing text
- Requesting chain of thought from the model
- Using Large Language Models for data analysis
- Combining multiple analysis from a model
- Translating prompts into different verbal languages
- Translating prompts into different coding languages
- Manipulating the tone of outputs
- Using Generative AI for text corrections
- Analyzing predictions vs. Chat functionality in Generative AI
- Utilizing session memory
- Capabilities of current models
- Giving the model time to act when using browser-based prompting
- Utilizing the chain of thought to improve responses
- Understanding the API
- OpenAI’s playground layer
- Playground vs. API
- Connecting to the API to demonstrate the use of popular prompting techniques
- Connecting to the playground to demonstrate the use of popular prompting techniques
Prerequisites
Having a STEM background would be helpful.