40h Generative AI Bootcamp with OpenAI, Langchain, and LlamaIndex
UpSkill with Success Analytics
15 modules
English
Certificate of completion
Lifetime access
Unleash your creativity with Generative AI
Overview
The 40h Generative AI Bootcamp is an intensive program designed to provide participants with a comprehensive understanding of generative artificial intelligence and its applications. Mastering Generative AI with OpenAI, Langchain, and LlamaIndex" is a comprehensive course designed to offer the most recent advancements in AI. The course covers topics like OpenAI, LangChain, LLM, LlamaIndex.Through a combination of theoretical knowledge and hands-on projects, this bootcamp will equip students with the skills and expertise needed to create and deploy generative AI models.
Key Highlights
Comprehensive overview of generative AI concepts
Hands-on projects to reinforce learning
Expert guidance and mentorship
Real-world application examples
Collaborative learning environment
What you will learn
Master generative AI concepts
Gain a solid foundation in the fundamental concepts and theories of generative artificial intelligence.
Implement generative AI models
Learn how to implement and train generative AI models using popular frameworks and libraries.
Explore real-world applications
Dive into various real-world applications of generative AI, including art, music, and content generation.
Hands-on projects
Apply your knowledge through hands-on projects that allow you to create and experiment with generative AI models.
Collaborative learning environment
Engage in collaborative learning with fellow participants and receive personalized feedback from experienced instructors.
Modules
Live Class Link
1 attachment
Live Class Link
Introduction to Generative AI
11 attachments • 5 hrs
What is generative AI ?
Why are generative models required?
Understanding generative models and their significance
Generative AI v/s Discriminative Models
Recent advancements and research in generative AI
Generative AI end-to-end project lifecycle
Key applications of generative models
Prompt Engineering Day 1
Prompt Engineering Day 2
Prompt Engineering Resources
Prompt Engineering Day 3
Introduction to Prompt Engineering
9 attachments
What is prompt engineering?
Prompt Engineering: What & Why?
Importance of prompt engineering
Applications of prompt engineering
Prompting formats
Prompting Elements
Zero- One- & Few-Shot & COT Prompting
Using ChatGPT For Prompting
Find Out Which Information Is Missing
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
1 attachment
Prompt Engineering Use Cases
OpenAI Introduction
5 attachments • 1 hrs
What is OpenAI
Understand OpenAI Platform
Understand Different types of OpenAI Models
OpenAI API Key Generation
Function Calling OpenAI
Introduction to LLM
6 attachments • 3 hrs
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?
Introduction to NLP
Generative AI & LangChain
Introduction_to_Generative_AI
Introduction to Huggingface And its Applications
10 attachments • 1 hrs
Why the need for a hugging face?
Introduction of Hugging Face Transformers
Hugging face API key generation
Hugging Face Transfer learning models based on the state-of-the-art transformer architecture
Data Processing, Tokenizing and Feature Extraction with Hugging Face
Standardizing the Pipelining
Training and callbacks
Language Translation with Hugging Face Transformer
Huggingface Transformers
first_llm_project
Introduction to LangChain
7 attachments • 3 hrs
What is LangChain
How Does LangChain Work
Let's understand the LangChain benefits
A LangChain Example - Implementation Demo
LangChain's Modules Overview
Prompt Template & Langchain Memory - 5th Feb 2023
Lagchain Chains & Agents - 7th Feb
Hands-on with LangChain
15 attachments • 4 hrs
Components of langchain like Schema, Model I/O, Prompts, Indexes, Memory, Chains, Agents, Callbacks
Installation and setup of langchain in local env
Hello world of LangChain application - Chaining a simple prompt
Implementation of Chat models with human input chat model, chain, prompt and streaming
Implement memory with chat messages, with the conversational knowledge base, and with vector store
Question Answering with langchain
Chatbot with LangChain
Text Summarization with LangChain
CSV, PDF and JSON file analysis using LangChain
Hugging Face Models with LangChain
LangChain Chat CSV with OpenAI
Text Summarization with LangChain
Marketing Campaign Application
Text_Summarization_Application_using_Langchain
Marketing Campaign App
Vector database with Python for LLM Use Cases
6 attachments • 1 hrs
Introduction to vector database
Vector database foundation
Vector database use cases
Chromadb Vector Database
FAISS Vector Database
Vector Database - Pincecone
Hands-on LLM Models with Langchain
11 attachments • 6 hrs
LLaMA & LLaMA2
PaLM & PaLM 2
Falcon
LangChain with Google PaLM2 Model
LangChain with Facebook Llama2 Model
LLaMA & LLaMA 2
LLaMA 2 Implementation
Palm Model
Palm Implementation
Implementation_of_palm
Fine_Tuned_Llama_2
LLM Application
11 attachments • 6 hrs
Customer Support Integration Application
Email generator
Intelligent Ticket Sorting Solution
Research Paper Summarizer
MCQ Creator Application
Question & Answer Application using Palm Model
Intelligent Ticket Sorting Solution
Supprt Chatbot Integration
Chat with Multiple PDFs using PaLM 2 and LangChain
GEN_AI_MCQ_GENERATION
Support Chatbot Integeration
Resume and Interview preparation
2 attachments
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
Certification
When you complete this course you receive a ‘Certificate of Completion’ signed and addressed personally by me.
FAQs
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How can I access the course materials?
Once you enrol in a course, you will gain access to a dedicated online learning platform. All course materials, including video lessons, lecture notes, and supplementary resources, can be accessed conveniently through the platform at any time.
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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