Artificial Intelligence · Intermediate

Artificial Intelligence Mahasiswa — Intermediate

Deep Learning, NLP, dan Computer Vision praktis untuk mahasiswa teknik dan sains.

📅 12 Weeks 📚 5 Weeks 🎯 Intermediate

About This Learning Path

Program Intermediate mahasiswa mengajarkan deep learning dengan TensorFlow/PyTorch, NLP modern, dan Computer Vision. Cocok untuk mahasiswa teknik, informatika, dan sains yang ingin membangun proyek AI serius untuk skripsi atau portofolio industri. Output: 3 proyek deep learning (CV, NLP, tabular), GitHub portfolio aktif, dan laporan teknis.

Curriculum Roadmap — 12 Weeks

Week 1 Minggu 1–3: Deep Learning Framework 5 lessons

TensorFlow vs PyTorch, neural network architecture, dan training best practices.

Week 2 Minggu 4–5: Computer Vision Projects 4 lessons

CNN lanjutan, object detection, dan segmentasi untuk aplikasi nyata.

Week 3 Minggu 6–7: Natural Language Processing 4 lessons

Transformers, BERT fine-tuning, dan membangun NLP pipeline dari scratch.

Week 4 Minggu 8–9: Tabular Data & Ensemble Methods 4 lessons

XGBoost, LightGBM, CatBoost, dan strategi feature engineering lanjutan.

Week 5 Minggu 10–12: Deployment & Portfolio 5 lessons

Deploy model ke cloud, FastAPI, dan membangun GitHub portfolio profesional.

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Structured roadmap with mentor guidance.

Path Details

⏱ Duration 12 Weeks

📊 Level Intermediate

🗂 Category Artificial Intelligence

📖 Weeks 5

📚 Total Lessons 54445 lessons

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