LLMs Mastery: Complete Guide to Transformers & Generative AI

About this course

Welcome to "LLMs Mastery: Complete Guide to Generative AI & Transformers"!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.

Key Topics Covered:

• 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.

Specialised Skills: Cutting-edge training techniques, including 8-bit, 4-bit training and Flash-Attention.

Scalable Solutions: Master the use of advanced tools like DeepSpeed and FSDP to efficiently scale model training.

Course Benefits:

• Career Enhancement: Position yourself as a valuable asset in tech teams, capable of tackling significant AI challenges and projects.

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