From Data to Dialogue: End-to-End Generative AI & LLM Workshop
From Data to Dialogue: Master Generative AI & LLMs in a Hands-On International Workshop
- ModeVirtual / Online
- LevelAdvanced
- Fee₹1,999
From Data to Dialogue: Master Generative AI & LLMs in a Hands-On International Workshop
To provide a comprehensive understanding of Generative AI and Large Language Models (LLMs).
To teach participants how to preprocess data and build end-to-end AI pipelines.
To explore key concepts in data representation, vectorization, and model training.
To offer hands-on experience in text classification using Generative AI and LLMs.
To explain the architecture and training process of LLMs, including models like ChatGPT.
To equip participants with the skills needed to apply AI techniques to real-world problems.
Day 1: Introduction to Generative AI & Data Preprocessing
Overview of Generative AI and Real-World Applications
Introduction to Generative AI
Exploring its real-world applications across various industries
Understanding the Basics of Generative Models
The foundational concepts of generative models
Understanding their potential and use cases
Data Preprocessing and Embeddings
End-to-End Generative AI Pipeline
Overview of the full pipeline from data collection to model output
Data Preprocessing and Cleaning
Best practices for preparing datasets to ensure model effectiveness
Data Representation and Vectorization for Model Training
Techniques for representing textual and structured data
Hands-On Session: Text Classification
Practical session applying text classification using Generative AI models
Day 2: Introduction to Large Language Models (LLMs)
Understanding Large Language Models (LLMs)
Deep dive into LLMs and their architecture
Exploring the role of LLMs in natural language processing
Intuition Behind Transformers
A comprehensive exploration of transformer models and their significance in LLMs
Training of ChatGPT and Similar Models
How models like ChatGPT are trained, fine-tuned, and deployed for various applications
Hands-On Session: Text Classification with LLMs
Practical session applying LLMs for text classification tasks
Day 3: Advanced Techniques & Real-World Applications
Advanced Data Representation for LLMs
Understanding data representation and vectorization specifically for LLM model training
Fine-Tuning LLMs for Specific Tasks
Techniques to fine-tune LLMs for specialized applications
Real-World Use Cases
Exploring case studies on how Generative AI and LLMs are applied in industries like healthcare, finance, and customer service
Final Hands-On Session: End-to-End Project
A practical project integrating all concepts: building, training, and applying Generative AI and LLMs for a real-world text classification problem.
Participants will:
Master Generative AI and Large Language Models (LLMs).
Gain hands-on experience in data preprocessing and text classification.
Learn to build AI pipelines and fine-tune LLMs like ChatGPT.
Acquire skills for real-world AI applications in various industries.
AI/ML professionals, data scientists, and engineers seeking hands-on experience with Generative AI and LLMs.
Students and researchers in AI, machine learning, and data science.
Industry professionals in sectors like healthcare, finance, and technology interested in applying AI to real-world problems.
Tech enthusiasts with a basic understanding of machine learning and Python programming.