LLMs Mastery: Complete Guide to Transformers & Generative AI

Descriptions

LLMs Mastery: Complete Guide to Transformers & Generative AI, This practical course is designed to equip you with the knowledge and skills to build efficient, production-ready Large Language Models using cutting-edge technologies.

Generative AI: Understand the principles and applications of Generative AI in creating new data instances. ChatGPT & GPT4: Dive into the workings of advanced AI models like ChatGPT and GPT4. LLMs: Start with the basics of LLMs, learning how they decode, process inputs and outputs, and how they are taught to communicate effectively. Encoder-Decoders: Master the concept of encoder-decoder models in the context of Transformers. T5, GPT2, BERT: Get hands-on experience with popular Transformer models such as T5, GPT2, and BERT. Machine Learning & Data: Understand the role of machine learning and data in training robust AI models. Advanced Techniques: Sophisticated training strategies like PeFT, LoRa, managing data memory and merging adapters.

What you’ll learn

• Grasp NLP Fundamentals: Understand the evolution from rule-based systems to advanced LLMs like Llama3, Gemma2, Phi3, and Mistral.
• Master Transformers & LLMs: Learn the architecture and application of Transformers in depth. Including tokenization, embeddings, pre-training & fine-tunning.
• Understand Generative AI Principles: Develop skills in building and fine-tuning generative models for real-world applications using RLHF and Chat-Templates
• Use Transformer Models: Overview LLMs and Encoder-Decoder models like BERT, GPT, T5, Llama and more in many different NLP tasks: Personal assistant, Reviews, QA
• Specialised Techniques: Implement 8-bit and 4-bit training, and use tools like DeepSpeed and FSDP, along with PeFT, LoRA, FlashAttention and more.

Who this course is for

• Those who wish to understand the new world of LLMs, how chatGPT, GPT4 and Llama work, and how to build their own powerful language models.

Specificatoin of LLMs Mastery: Complete Guide to Transformers & Generative AI

• 
  
• Language : English
• Level : Intermediate
• Number of Course : 52
• Duration : 7 hours and 30 minutes