Deepskilling — Learn. Build. Research.
Deepskilling — Learn. Build. Research.

Fine-Tuning Large Language Models (LLMs)

Enterprise fine-tuning for domain-specific AI — 10 modules with labs: when to fine-tune vs RAG, LoRA/QLoRA math, SFT pipelines, DPO alignment, vLLM serving, and hybrid copilots. Deepskilling LLM Adapt Track.

4.9

(620 students)

8 Weeks · 90 hours

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What is this course about?

Fine-Tuning Large Language Models (LLMs)

LoRA/QLoRA · SFT · DPO · vLLM · Enterprise Copilots

Decide when to prompt, RAG, or fine-tune—then adapt open models (Llama, Gemma, Qwen) into domain copilots with evaluation evidence and production serving.

What you'll walk away with:

  • Decision frameworks for prompting vs RAG vs fine-tuning in enterprise settings
  • Math-backed LoRA/QLoRA planning with realistic VRAM budgets
  • SFT pipelines, instruction data quality, and DPO/RLHF alignment practice
  • Hybrid RAG + fine-tuned serving with vLLM and measurable evals
  • An enterprise copilot capstone (Text2SQL, domain QA, RCA, or code)
Course Features

Post Graduate Diploma

8 Weeks of Content

Hands-on Projects

Community Support

Lifetime Access

Student Reviews
Rohan Patel
2024-01-25

Amazing LLM fine-tuning course! Learning LoRA, QLoRA, and parameter-efficient methods unlocked advanced AI capabilities. Fine-tuned Llama for production—hired at ₹30 LPA!

Tech Mahindra

Sneha Gupta
2024-01-23

Best fine-tuning training! The instruction tuning and RLHF modules with hands-on projects prepared me perfectly. Got hired as Senior LLM Engineer at a top AI startup!

CRED

Vikram Rao
2024-01-21

Outstanding LLM customization program! From adapter methods to full fine-tuning strategies—covered everything. The domain-specific fine-tuning project impressed interviewers!

Wipro Technologies

Anjali Sharma
2024-01-19

Perfect for LLM specialization! The DPO and PPO fine-tuning modules with evaluation strategies set me apart. Promoted to LLM Fine-tuning Lead within 2 months!

Infosys Limited

Karthik Reddy
2024-01-17

Excellent fine-tuning specialization! Learning to customize LLMs for enterprise use cases and optimize inference prepared me for production AI. Now leading fine-tuning projects!

Cognizant

Meera Pillai
2024-01-15

Fantastic LLM fine-tuning course! The safety alignment and preference optimization modules taught me responsible AI. Got multiple offers as LLM Customization Engineer!

Capgemini India

William Harris
2024-01-13

Outstanding fine-tuning training! The advanced adapter methods and memory-efficient fine-tuning techniques were game-changers. Now Senior LLM Engineer at Google!

Google DeepMind

Emily Rodriguez
2024-01-11

Excellent LLM customization program! The instruction following and chat model fine-tuning lessons were invaluable. Leading fine-tuning initiatives in California now!

OpenAI

Daniel Park
2024-01-09

Perfect LLM fine-tuning specialization! The hands-on LoRA and QLoRA implementation with real models made me production-ready. Hired as Principal Fine-tuning Engineer!

Anthropic

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