Udemy – LLM Fine-Tuning Mastery: Basic to Advanced & Cloud Deploy

File Name:	LLM Fine-Tuning Mastery: Basic to Advanced & Cloud Deploy
Content Source:	https://www.udemy.com/course/llm-fine-tuning-mastery-basic-to-advanced-cloud-deploy/?couponCode=LETSLEARNNOW
Genre / Category:	Other Tutorials
File Size :	4.7 GB
Publisher:	Rahul Raj
Updated and Published:	July 4, 2025

Product Details

Master the complete spectrum of Large Language Model fine-tuning with the most comprehensive hands-on course available today. This intensive program transforms you from foundational concepts to enterprise-level deployment, covering cutting-edge techniques across multiple architectures and cloud platforms.

What You’ll Learn

Advanced Fine-Tuning Methodologies:

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Master LoRA (Low-Rank Adaptation) for parameter-efficient training that reduces computational costs while maintaining model performance23
Implement QLoRA (Quantized LoRA) for memory-optimized fine-tuning in resource-constrained environments
Deploy RLHF (Reinforcement Learning ) to create aligned AI systems that follow human preferences
Apply DPO (Direct Preference Optimization) for improved model behavior without complex reinforcement learning pipelines
Apply Model Distillation for Knowledge transfer from a large model to a smaller model

Multi-Architecture Model Training:

Fine-tune BERT models for specialized text understanding and classification tasks
Customize Mistral models for domain-specific applications requiring efficient performance
Adapt GPT architectures for conversational AI text generation systems
Optimize LLaMA models for professional-grade applications
Configure Cohere models for production-ready natural language processing workflows
Deploy on Hugging Face Hub: Master model uploading, versioning, and sharing using push_to_hub() functionality for seamless model distribution