AdvancedUpdated January 2025

Large Language Models Development

Deep Dive into LLM Development, Fine-tuning, and Deployment

4.8(3,254 reviews)
24,800 students
9 weeks total
102 lectures

Course Structure

17
Live Teacher Sessions
17
Homework Sessions
34
Total Sessions
9
Weeks Duration
LLM ArchitectureFine-tuningRLHFModel OptimizationDeploymentEvaluation

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Course Overview

Deep dive into LLM development, fine-tuning, and deployment

This comprehensive course follows a structured learning approach with 17 live teacher sessions and 17 homework sessions, ensuring you get both expert guidance and plenty of hands-on practice.

Prerequisites

  • Deep learning knowledge required
  • Python programming & PyTorch experience
  • Understanding of transformers and attention
  • Machine learning mathematics (linear algebra, calculus)
  • Distributed computing knowledge helpful
  • Research mindset and innovation drive

What You'll Learn

Transformer Architecture & LLM Fundamentals
Advanced Training Techniques & Optimization
Data Preparation & Tokenization Strategies
Fine-tuning & Parameter-Efficient Methods
RLHF & Model Alignment Techniques
Model Compression & Optimization
Advanced Architectures & Multimodal LLMs
Production Infrastructure & MLOps
Security, Compliance & Governance
Cutting-edge Research & Innovation

Course Projects

Custom Domain LLM Development

Build a specialized LLM for a specific domain with custom training pipeline

TransformersRLHFLoRAMLOpsProduction Deployment
Duration: Final 2 weeks
Features: 5 components
Key Features:
  • Custom architecture
  • Domain-specific training
  • RLHF alignment
  • Production deployment
  • Performance monitoring

Multimodal LLM Research Project

Develop a cutting-edge multimodal LLM with vision-language capabilities

Multimodal ArchitectureCross-modal AttentionAdvanced TrainingResearch Innovation
Duration: Week 7-8
Features: 5 components
Key Features:
  • Vision-language fusion
  • Cross-modal reasoning
  • Novel architecture
  • Research documentation
  • Performance evaluation

Certificate of Completion

Upon successful completion, you'll receive a verified certificate to showcase your achievement.

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Large Language Models Development

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