Overview:
Generative AI has taken the world by storm. What is Generative AI? What are its applications? What level of skills is needed for using Generative AI? Does it require a lot of Maths and Python programming skills? The answer is a resounding no. We can build and solve a lot of Generative AI without programming. This workshop will explain GenerativeAI, and how it can be used in ChatGP. This will also cover what Prompt Engineering is, and how we can write prompts to solve everyday problems. In fact, this is a hands-on workshop showing the elements of a prompt and how we can write good prompts and debug the prompts’ responses. This has no Math or Python as a pre-requisite.
Objectives:
- NA
Audience:
- NA
Pre-Requisite:
None. Will not deep dive. No coding is required.
Course Curriculum
| Generative AI | |||
| ML, DS, AI – Progress made so far, No longer Niche Details | 00:00:00 | ||
| What is Generative AI? Details | 00:00:00 | ||
| Where can we use Generative AI? Details | 00:00:00 | ||
| What is Diffusion models? Details | 00:00:00 | ||
| What do you need to understand Generative AI Details | 00:00:00 | ||
| Transformer | |||
| What is Transformer? Details | 00:00:00 | ||
| Why was the need for Transformer felt Details | 00:00:00 | ||
| Large Language Models | |||
| What is LLM? Details | 00:00:00 | ||
| Encoder Only Details | 00:00:00 | ||
| Decoder Only Details | 00:00:00 | ||
| Encoder and Decoder based Details | 00:00:00 | ||
| Popular LLMs Details | 00:00:00 | ||
| ChatGPT -Theory | |||
| What is Chat GPT AND where you can use that? Details | 00:00:00 | ||
| Multiple Ways of using ChatGPT Details | 00:00:00 | ||
| Prompt Engineering Intro | |||
| What is Prompt Engineering? Details | 00:00:00 | ||
| Importance of Prompt Engineering Details | 00:00:00 | ||
| Applications of Prompt Engineering Details | 00:00:00 | ||
| Prompt | |||
| What is Prompt Details | 00:00:00 | ||
| Limitations of Prompt Details | 00:00:00 | ||
| Elements of a Prompt Details | 00:00:00 | ||
| Role, Context, Parameters Details | 00:00:00 | ||
| Handson With prompt | |||
| Get desired response Details | 00:00:00 | ||
| How to remove ambiguity Details | 00:00:00 | ||
| How to give context Details | 00:00:00 | ||
| How to explain output Details | 00:00:00 | ||
| Specify output formate – JSON, HTM, Table Details | 00:00:00 | ||
| Prompt Templates Details | 00:00:00 | ||
| Using Prompt For NLP Tasks | |||
| Prompt Summarization Details | 00:00:00 | ||
| Prompt Classification Details | 00:00:00 | ||
| Prompt Give output – GenerativeAI Details | 00:00:00 | ||
| Prompt Respond to Customer complaints Details | 00:00:00 | ||
| Prompt for Code Generation Details | 00:00:00 | ||
| Prompt for debugging code Details | 00:00:00 | ||
| Prompt for explaining error messages Details | 00:00:00 | ||
| Prompt for reasoning Details | 00:00:00 | ||
| Prompt for Question and Answering Details | 00:00:00 | ||
| Prompt for Entity Extraction Details | 00:00:00 | ||
| Prompt for Understanding Contracts Details | 00:00:00 | ||
| Prompts for Preparing Marketing Document Details | 00:00:00 | ||
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