Generative AI for Developers – Comprehensive Course
In this comprehensive Generative AI course from @dswithbappy, you'll dive deep into the world of generative AI, exploring key concepts such as large language models, data preprocessing, and advanced techniques like fine-tuning and RAG. Through hands-on projects with tools like Hugging Face, OpenAI, and LangChain, you’ll build real-world applications from text summarization to custom chatbots. By the end, you'll have mastered AI pipelines, vector databases, and deployment techniques using platforms like Google Cloud Vertex AI and AWS Bedrock.
💻 Code and resources: https://github.com/entbappy/…
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Chapters (22)
Course Introduction
4:36
Introduction of the Instructor
5:52
Introduction to Generative AI
23:51
End to end Generative AI Pipeline
59:53
Data Preprocessing & cleaning
1:25:12
Data representation & vectorization for the model training
2:28:57
Text Classification Practical
2:42:05
Introduction to Large Language Models & its architecture
3:03:28
In depth intuition of Transformer-Attention all your need Paper
3:33:19
How ChatGPT is trained
3:43:44
Introduction of Hugging Face
3:56:02
Hands-On Hugging Face - Transformers, HF Pipeline, Datasets, LLMs
4:10:20
Data processing,Tokenizing and Feature Extraction with hugging face
4:17:34
Fine-tuning using a pretrain models
4:30:19
Hugging face API key generation
4:31:40
Project: Text summarization with hugging face
4:54:56
Project: Text to Image generation with LLM with hugging face
5:09:45
Project: Text to speech generation with LLM with hugging face
5:12:14
Introduction to OpenAI
5:21:12
How to generate OpenAI API key?
5:24:46
Local Environment Setup
5:27:13
Hands
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