Udemy – LLMs Mastery: Complete Guide to Transformers & Generative AI 2024-9/2025-2

Apr 18, 2025 - 18:13

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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

Publisher : Udemy
Teacher : The Fuzzy Scientist | LLM Expert
Language : English
Level : Intermediate
Number of Course : 52
Duration : 7 hours and 30 minutes

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

LLMs Mastery_ Complete Guide to Transformers & Generative AI

Requirements

Basic understanding of Python programming, some basic familiarity with machine learning concepts, and a strong eagerness to delve into LLMs and Natural Language Processing.

Udemy – LLMs Mastery: Complete Guide to Transformers & Generative AI 2024-9/2025-2