AI Specialist & Engineer Career Path - Daftar Isi

Tujuan: Roadmap lengkap menjadi AI Engineer/Specialist — dari skill fundamental sampai job hunting, termasuk sertifikasi dan portfolio building Level: Beginner → Advanced Target: Career switcher, developer yang mau transisi ke AI, mahasiswa yang mau jadi AI specialist Estimasi Total: 12-18 jam baca + praktik

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Struktur Materi

#	File	Topik	Estimasi
01	01-ai-career-landscape.md	AI Career Landscape 2025-2026: Roles, Salaries, Demand, Trends	30 menit
02	02-foundational-skills.md	Foundational Skills: Python, Math, Data, Git, SQL	45 menit
03	03-machine-learning-fundamentals.md	Machine Learning Fundamentals: Scikit-learn, XGBoost, Classical ML	50 menit
04	04-deep-learning-with-pytorch.md	Deep Learning with PyTorch: CNNs, RNNs, Training Loops	60 menit
05	05-transformers-and-llms.md	Transformers & LLMs: Architecture, Pretraining, Inference	55 menit
06	06-prompt-engineering-mastery.md	Prompt Engineering Mastery: Chain-of-Thought, Few-Shot, Structured Output	40 menit
07	07-rag-systems.md	RAG Systems: Vector DBs, Chunking, Hybrid Search, Evaluation	50 menit
08	08-fine-tuning-llms.md	Fine-Tuning LLMs: LoRA, QLoRA, RLHF, DPO, Axolotl, Unsloth	55 menit
09	09-mlops-production.md	MLOps & Production: Docker, Kubernetes, Model Serving, Monitoring	50 menit
10	10-agentic-ai-development.md	Agentic AI Development: LangChain, CrewAI, AutoGen, Tool Use	50 menit
11	11-certifications-and-portfolio.md	Certifications & Portfolio: AWS, GCP, HuggingFace, Projects	35 menit
12	12-career-roadmap.md	Career Roadmap: 30-60-90 Day Plan, Job Hunting, Interview Prep	40 menit
13	13-hidden-gems-triton-dspy-mojo.md	Hidden Gems: OpenAI Triton, Stanford DSPy, dan Modular Mojo	45 menit

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Career Path Overview

FOUNDATION (0-3 bulan)
  Python, Git, SQL, Statistik, Basic ML
    ↓
CORE ML (3-6 bulan)
  Scikit-learn, PyTorch, Deep Learning, CV/NLP basics
    ↓
GENAI SPECIALIZATION (6-12 bulan)
  LLMs, RAG, Fine-tuning, Prompt Engineering, Agents
    ↓
PRODUCTION (12-18 bulan)
  MLOps, Docker, K8s, Cloud ML, Monitoring
    ↓
CERTIFICATION + JOB (18-24 bulan)
  AWS/GCP cert, Portfolio projects, Apply

Top Roles 2025-2026

Role	Salary (US)	Key Skills
AI/ML Engineer	$150K-$220K	Python, PyTorch, MLOps
LLM App Developer	$140K-$200K	LangChain, RAG, APIs
AI Infrastructure Eng	$160K-$230K	GPU, K8s, Model Serving
AI Product Manager	$150K-$210K	LLM Eval, UX for AI
AI Research Scientist	$180K-$280K+	Novel Architectures, Papers