Generative AI - LLM Bootcamp
UpSkill with Success Analytics
23 modules
English
Certificate of completion
Lifetime access
Become a master of Generative AI through an intensive LLM Bootcamp
Overview
This course is designed to provide a comprehensive understanding of Generative AI through an intensive Prompt Engineering, LLM, Langchain Bootcamp format. Participants will delve into the world of Generative AI and gain the knowledge and skills needed to create AI models that can generate original content, such as images, music, and text.
Key Highlights
Master the art of Generative AI
Create AI models that generate original content
Learn techniques for creating realistic images, music, and text
Hands-on experience with cutting-edge Generative AI frameworks
What you will learn
Learning Outcome 1
Understand the fundamentals of Prompt Engineering, LLM, LangChain, Generative AI and its applications in various industries
Learning Outcome 2
Learn the different approaches for training Generative AI models and their limitations
Learning Outcome 3
Explore state-of-the-art Generative AI frameworks and tools for creating realistic content
Learning Outcome 4
Learn to Build LLM Application using Langchain
Modules
Live Class Link
1 attachment
Live Class Link
Introduction to Prompt Engineering
10 attachments • 5 hrs
What is prompt engineering?
Importance of prompt engineering
Applications of prompt engineering
Prompting formats
Prompting Elements
09th Dec - Prompting Session - Day 1
10th Dec - Prompt Engineering Session Day 2
16th Dec - Prompt Engineering Session Day 3
17th Dec - Prompt Engineering Session Day 4
Prompt_Engineering
Basics of Prompting
8 attachments
Prompting principles
Designing Prompts
Role Prompting
Parts of a Prompt
Difference in Writing Prompts
Examples of Promptings
Pillars of prompts
Structuring and formatting prompts
Prompt Engineering Use Cases
2 attachments
Use Cases - 1
Use Cases - 2
OpenAi Introduction
5 attachments
What is OpenAI
Understand OpenAI Platform
Understand Different types of OpenAI Models
OpenAI API Key Generation
OPEN_AI_Setup
Introduction to LLM
8 attachments • 6 hrs
What is Generative AI
What is LLMs? Why LLMs (such as GPT, Bard) is so special?
Understanding the fundamentals of LLM
What is the importance of using LLM models?
23rd Dec - Introduction to Generative AI
24th Dec - Introduction to OpenAI
30th Dec OpenAI Function Calling
Introduction_to_Generative_AI
Vector Databases
6 attachments • 1 hrs
Pinecone
Chromadb
FAISS
[ SQL Databases ]
Vector Database - Pincecone
PINECONE_Implementation
Attention model & Transfer Learning - NLP
13 attachments • 7 hrs
Exploring the Evolution of NLP
The Power of Attention Mechanisms
Unraveling Encoder-Decoder Architectures
Demystifying Transformer
Learn and Understand Transformer
Mastering Scaled Dot Product Attention
Understanding Transformers and Attention in NLP
Delving into Multi-Headed Attention
Introduction to Encode - Decoder
Encode - Decoder Day - 2
Self Attention
Transformer Arch. Part 1
Transformer Arch. Part 2
NLP SOTA MODEL
5 attachments • 5 hrs
BERT Model
GPT Model
BERT Model Day 1
BERT Model Day 2
GPT Model
Introduction to LangChain
12 attachments • 8 hrs
What is LangChain
Let's understand the LangChain benefits
A LangChain Example - Implementation Demo
LangChain's Modules Overview
31st Dec Introduction to Langchain
6th Jan 2024 - Langhian Chains
7th Jan 2024 - Langchain memory
13th Jan 2024 - Langchain Agent, HuggingFace, First LLM project
14th Jan LangChain Chat CSV with OpenAI
first_llm_project
data
14th Jan Langchain Chat-CSV with OpenAI
LangChain Components
7 attachments
LangChain Components - Schema
LangChain Components - Models
LangChain Components - Prompts
LangChain Components - Indexes
LangChain Components - Memory
LangChain Components - Chains
LangChain Components - Agents
Chains
9 attachments
Introduction to LangChain Chains
LLMChain Object
SimpleSequentialChain
SequentialChain
LLMRouterChain
TransformChain
OpenAI Function Calling with LangChain
MathChain
Additional Chains - QA Documents
Memory
8 attachments
Introduction to Memory
ChatMessageHistory Object
ConversationBufferMemory
ConversationBufferWindowMemory
CoversationTokenBufferMemory
ConversationSummaryMemory
ConversationSummaryBufferMemory
Entity Memory
Agents
5 attachments
Introduction to Agents
Agent Basics
Agent Tools
Custom Tools
Conversation Agents
LLM Models
14 attachments • 8 hrs
LLaMA & LLaMA2
PaLM & PaLM 2
OPT
Falcon
Flan
LoRA and QLoRA
LLaMA & LLaMA 2
LLaMA 2 Implementation
Palm Model
Palm Implementation
OPT LLM Model
Palm Resources
OPT Research Paper
Fine_Tuned_Llama_2
Retrieval Augmented Generation (RAG)
5 attachments • 3 hrs
Retrieval Augmented Generation (RAG)
Complete_Tutorial_Retrieval Augmented generation ( RAG )
Retrieval Augmented Generation (RAG)
RAG Implementation
Chat_with_PDF_RAG-main
Reinforcement Learning from Human Feedback
1 attachment
Reinforcement Learning from Human Feedback
LLM Application Building
13 attachments • 6 hrs
Question & Answer Application
Text Summarization Application
MCQ Creator Application
Customer Support Integration Application
Email generator
Intelligent Ticket Sorting Solution
MCQ Creator Application
Question & Answer Application using Palm Model
Intelligent Ticket Sorting Solution
Supprt Chatbot Integration
MCQ Generation Project - Resources
Chat with PDFs using PaLM 2 and LangChain
Support Chatbot Integeration
Productionization Ready LLM Project
3 attachments • 1 hrs
Productionization Ready LLM Project
Production Ready LLM Project
Production Ready Application
Raise your demand - Open Discussion on upcoming project
1 attachment
Raise your demand - Open Discussion on upcoming project
Resume and Interview preparation
2 attachments • 1 mins
Attention Seeking Resume Preparation and Interview Strategies
Strategies To Crack Tech Interviews
Job Searching
4 attachments
LinkedIn Profile Making
How To Expand Your Professional Network On LinkedIn
How To Use Various Job Portals
How To Approach For Referrals
Bonus
3 attachments • 5 hrs
Intro to Deep Learning
Introduction to Deep Learning Day 2 ( 30th Sep )
Recurrent Neural Network
Certification
When you complete this course you receive a ‘Certificate of Completion’ signed and addressed personally by me.
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Can I interact with the instructor during the course?
Absolutely! we are committed to providing an engaging and interactive learning experience. You will have opportunities to interact with them through our community. Take full advantage to enhance your understanding and gain insights directly from the expert.
About the creator
UpSkill with Success Analytics
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