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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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Structured roadmap with mentor guidance.

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Path Details

⏱ Duration 12 Weeks
📊 Level Advanced
🗂 Category Artificial Intelligence
📖 Weeks 5
📚 Total Lessons 54445 lessons

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