Intermediate
LLM Engineer Interviews: Master Prompt Engineering, Fine-tuning & Production
Ace LLM engineering interviews at OpenAI, Anthropic, Meta & top AI companies. Master transformer architecture, prompt engineering, fine-tuning decisions, evaluation metrics, and production systems. Prepare for L5-L6 roles ($200K-$350K+ TC).
50 min10 lessons6 modulesCareer
What you'll learn
- Explain transformer architecture and attention mechanisms
- Design production-ready prompt engineering strategies
- Make informed fine-tuning vs RAG vs prompting decisions
- Implement LLM evaluation frameworks and metrics
- Answer LLM system design questions with confidence
Course Content
LLM Fundamentals for Interviews
3 lessons · 15 min- Transformer Architecture Deep DiveNo signup5 min
- Locked until you enrollToken Economics & Cost Optimization5 min
- Locked until you enrollSampling Strategies & Generation Control5 min
- Quiz: Module 1: LLM Fundamentals for Interviews
Prompt Engineering for Interviews
3 lessons · 15 min- Locked until you enrollPrompt Design Patterns: Zero-Shot to Tree of Thoughts5 min
- Locked until you enrollIn-Context Learning Mechanics5 min
- Locked until you enrollSystem Prompts and Safety5 min
- Quiz: Module 2: Prompt Engineering for Interviews
Fine-tuning & Model Selection
3 lessons · 15 min- Locked until you enrollWhen to Fine-tune vs Prompt Engineering5 min
- Locked until you enrollFine-tuning Methods: LoRA, QLoRA, and PEFT5 min
- Locked until you enrollModel Selection Strategy5 min
- Quiz: Module 3: Fine-tuning & Model Selection
LLM Evaluation & Metrics
1 lesson · 5 min- Locked until you enrollEvaluation Metrics and Benchmarks5 min
- Quiz: Module 4: LLM Evaluation & Metrics
Production LLM Systems
0 lessons- Quiz: Module 5: Production LLM Systems
Company-Specific Prep & Negotiation
0 lessons- Quiz: Module 6: Company-Specific Prep & Negotiation