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Artificial Intelligence · Advanced

Artificial Intelligence SMA — Advanced

Deep learning, proyek ML kompetitif, dan GitHub portfolio untuk siswa SMA berprestasi.

12 Weeks 5 Weeks Advanced

About This Learning Path

Program Advanced SMA mempersiapkan siswa untuk kuliah jurusan AI/CS dan kompetisi data science. Materi mencakup deep learning dengan TensorFlow/Keras, proyek ML berbasis Kaggle competition, dan membangun GitHub portfolio yang kuat untuk aplikasi universitas. Output: Portfolio GitHub 3+ proyek, submission Kaggle, dan presentasi penelitian mini.

Curriculum Roadmap — 12 Weeks

Week 1 Minggu 1–3: Deep Learning & Neural Networks 5 lessons

Membangun dan melatih neural network dari scratch dengan TensorFlow/Keras.

Neural Networks: Neuron, Layer, Activation Function Video · 50 min
Backpropagation & Gradient Descent Article · 45 min
Build ANN dengan Keras: Langkah demi Langkah Video · 60 min
Regularization: Dropout & Batch Normalization Article · 40 min
Training Tricks: Learning Rate, Optimizer Article · 40 min
Week 2 Minggu 4–5: Advanced CNN & Transfer Learning 4 lessons

Arsitektur CNN modern dan fine-tuning pre-trained model untuk dataset kustom.

Arsitektur CNN: VGG, ResNet, EfficientNet Video · 50 min
Fine-tuning Pre-trained Model Article · 50 min
Data Augmentation untuk Computer Vision Video · 40 min
Object Detection: YOLO Introduction Article · 45 min
Week 3 Minggu 6–7: NLP Modern & Transformers 4 lessons

BERT, Transformers, dan fine-tuning model bahasa untuk klasifikasi teks.

Attention Mechanism & Transformer Architecture Video · 55 min
BERT & GPT: Pre-trained Language Models Article · 50 min
Fine-tuning BERT untuk Sentiment Analysis Bahasa Indonesia Video · 60 min
Hugging Face Ecosystem & Deployment Article · 45 min
Week 4 Minggu 8–9: Kaggle Competition 4 lessons

Mengikuti Kaggle competition: EDA, feature engineering, ensembling, dan submission.

Kaggle Competition Strategy & Workflow Video · 45 min
Feature Engineering Lanjutan Article · 50 min
Ensembling: Stacking, Blending, Voting Video · 45 min
Competition Submission & Leaderboard File · 60 min
Week 5 Minggu 10–12: Research & University Portfolio 5 lessons

Menulis mini paper, membangun GitHub portfolio, dan persiapan aplikasi universitas.

Cara Membaca & Memahami AI Research Paper Article · 40 min
Menulis Mini Research Report File · 90 min
GitHub Portfolio: Curate & Showcase Projects Article · 40 min
Personal Statement AI: Tips Aplikasi Universitas Article · 35 min
Final Showcase & Mentorship Session Live · 90 min

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Path Details

Duration 12 Weeks
Level Advanced
Category Artificial Intelligence
Weeks 5
Total Lessons 54445 lessons

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