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Artificial Intelligence · Advanced

Artificial Intelligence Mahasiswa — Advanced

LLM, MLOps, dan AI startup untuk mahasiswa yang siap masuk industri AI kelas dunia.

16 Weeks 5 Weeks Advanced

About This Learning Path

Program Advanced mahasiswa mempersiapkan karir di AI engineering, research, atau founding AI startup. Materi mencakup Large Language Models, fine-tuning LLM, MLOps pipeline, dan membangun AI product dari ide hingga MVP. Output: LLM fine-tuning project, MLOps pipeline, AI product MVP, dan offer letter / funding pitch.

Curriculum Roadmap — 16 Weeks

Week 1 Minggu 1–3: Large Language Models (LLM) 5 lessons

Arsitektur GPT, fine-tuning LLM, prompt engineering lanjutan, dan RAG system.

LLM Architecture: GPT, LLaMA, Mistral Video · 60 min
Fine-tuning LLM dengan QLoRA & PEFT Article · 60 min
RAG System: Retrieval Augmented Generation Video · 65 min
Advanced Prompt Engineering & Chain-of-Thought Article · 50 min
LLM Evaluation: BLEU, ROUGE, Human Eval Video · 45 min
Week 2 Minggu 4–6: MLOps & Production AI 5 lessons

CI/CD untuk ML, monitoring model, data pipeline, dan feature store.

MLOps Fundamentals: From Experiment to Production Video · 55 min
ML Pipeline dengan Apache Airflow Article · 60 min
Feature Store: Feast & Tecton Video · 50 min
Model Monitoring: Drift Detection & Alerting Article · 50 min
CI/CD untuk ML: GitHub Actions & DVC Video · 55 min
Week 3 Minggu 7–9: Specialized AI Domains 4 lessons

Pilih spesialisasi: Multimodal AI, Reinforcement Learning, atau AI untuk Science.

Multimodal AI: CLIP, DALL-E, GPT-4V Video · 60 min
Reinforcement Learning: Policy Gradient & PPO Article · 60 min
AI for Science: AlphaFold & Drug Discovery Video · 55 min
AI Safety & Alignment: Principles & Practices Article · 50 min
Week 4 Minggu 10–12: AI Product Development 4 lessons

Membangun AI product dari scratch: ideasi, MVP, user testing, dan iterasi.

AI Product Thinking: Problem Discovery & Validation Video · 50 min
MVP Development Sprint: Build in 2 Weeks File · 180 min
User Testing & Feedback Integration Article · 45 min
Monetization Model untuk AI Products Article · 40 min
Week 5 Minggu 13–16: Career Launch & Funding 5 lessons

Job hunting strategi, technical interview, investor pitch, dan networking AI community.

AI Engineer Job Market: LinkedIn & Glassdoor Strategy Article · 40 min
Technical Interview: System Design untuk AI Video · 60 min
Research to Product: Writing AI Papers Article · 50 min
Investor Pitch: Deck AI Startup File · 90 min
Mock Interview + Mentorship Final Session Live · 120 min

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Path Details

Duration 16 Weeks
Level Advanced
Category Artificial Intelligence
Weeks 5
Total Lessons 55445 lessons

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