[NEW] 2024:Mastering Generative AI-From LLMs to Applications

سرفصل های دوره

LLM Lifecycle, Prompt Engineering, LLM Properties, Fine-tuning, PEFT LORA, RLHF, RAG, PPO,DPO,ORPO, AI for Vision

1 - Introduction

1 - What is Generative AI

2 - What was before GENAI

3 - GEN AI TOOLS

4 - Better use of GEN AI

5 - GENAI USE CASE WRITING

6 - GEN AI Reading use cases

7 - gen AI Usecase chatting

8 - How to get Better Results from LLM

9 - Responsible AI

2 - LLM Shape size Resources needs

10 - Augmentation vs Automation

11 - The Kalpan Paper

12 - The Chinchilla Paper

13 - Transformers

3 - Generative AI LLM lifecycle

14 - GEN AI LIFE CYCLE

15 - RAG INTRO

16 - Fine tuning model intuition

17 - RLHF INTUTION

18 - Tools Agents

4 - Prompt Engineering set up and Prompt template

19 - Prompt Engineering Introduction

20 - LLM configuration parameters

20 - PROMPT-ENGINEERING.pdf

20 - Prompt-Enginnering-Complete-2-1.zip

21 - Lecture 2 Llama 2 vs Llama 2 chat

22 - Set up using Lamma 2

5 - LLM Properties

23 - Stateless LLMs

24 - Base LLM VS Fine Tuned LLM

25 - System Prompts

26 - Quantized models

27 - Quantized Models Notebook

28 - AWQ SETUP and usage of notebook

Files.zip

6 - Prompt Engineering Basic Guidelines

29 - Check Conditions assumptions

30 - Clear Instructions Delimiters

31 - Specific Output Structure

32 - Few Shot Prompting

33 - Give time to think

34 - Hallucination

7 - Better Prompting Techniques

35 - Iterative Prompting

35 - Prompt-Enginnering-Complete-2-1.zip

36 - Issues While summarizing

37 - summarize

38 - Inference

39 - Transformation

40 - Expanding

41 - Prompt Tuning

8 - Full Fine Tuning

42 - LLM FINE TUNING

43 - GLUE SUPER GLUE

44 - HELM

45 - LLM FINE TUNING Implementation

45 - fine-tune-Evaluate-PEFT-LORA-generative-ai-model-1-1.zip

9 - PEFT LORA

46 - PEFT

47 - QLORA

48 - PEFT Implementation

10 - RLHF

49 - PPO

50 - DPO VS ORPO

11 - RAG

51 - Using Langchain with Ollama to perform RAG with PDFs

52 - RAG With CSV File

Files.zip

12 - GEN AI for Vision up next

53 - Image prompt engineering

54 - Stable Diffusion

55 - Stable diffusion model train methods

56 - Stable Diffusion Resources

57 - FORGE setup

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تولید کننده: Udemy