Master the skills to build and deploy advanced Gen AI solutions. This course takes you from Python & Deep Learning foundations to mastering Transformers and the Hugging Face ecosystem. You'll build with LangChain and RAG, and learn the LLM training lifecycle. Finally, advance to Agentic AI, using Crew AI to orchestrate powerful, autonomous multi-agent systems that solve complex problems.
Key Highlights
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Placement Assistance
Major Projects Covered
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Note: If you are not happy with the AI agent, then you will be connected with our course Teaching Assistant.
Teaching Assistant Support – Every class includes a dedicated doubt-clearing session where you can raise queries with the Teaching Assistant assigned to your batch.
Read moreAI Chat Support 24/7 – A dedicated service provided with this course for free to help you overcome any doubt,
Earn an industry-recognised GeeksforGeeks Certificate of Completion by fulfilling the course requirements.
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Simple Neural Network for Digit Classification
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1-year access to the online course materials and recorded videos
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Class 1: Python Basics for Data Science - Build a strong programming foundation with Python essentials and Object-Oriented principles.
Class 2: Feedforward Neural Networks - Construct your first neural network, understanding neurons, layers, and activation functions.
Class 3: Backpropagation - Master the core algorithm that enables neural networks to learn and improve from data.
Project: Simple Neural Network for Digit Classification.
Class 4: CNN (Convolutional Neural Networks) - Explore the architecture of CNNs, the go-to model for image recognition and computer vision tasks.
Class 5: RNN (Recurrent Neural Networks) - Learn to process sequential data like text and time-series with Recurrent Neural Networks.
Class 6: Transformers Conceptuals - Dive into the revolutionary Transformer architecture and the self-attention mechanism powering modern AI.
Project: Digit Classifier + IMDB Sentiment Classification.
Class 7: Hugging Face Basics - Get hands-on with the Hugging Face ecosystem to leverage thousands of pre-trained models.
Class 8: Gen AI Glossary with LangChain - Decode the essential terminology and key concepts at the heart of Generative AI. Orchestrate complex, multi-step LLM workflows and build powerful, chain-based applications.
Class 9: Prompt Engineering - Master the art and science of crafting effective prompts to unlock the full potential of LLMs.
Project: Multiple Mini-Projects using Pipeline Abstraction (Sentiment Analysis, Text Generation, Question Answering, Translation, Named-Entity Recognition, Simple Chatbot, etc.)
Class 10: Embeddings & Vector Databases - Understand how to represent complex data as numerical vectors for efficient similarity search.
Class 11: RAG (Retrieval-Augmented Generation) - Build advanced applications that can reason over and cite from your own private data sources.
Class 12: Transfer Learning with QLoRA and PEFT - Adapt state-of-the-art language models for your custom datasets using powerful transfer learning techniques.
Project: RAG-based Chatbot.