Artificial Intelligence · Intermediate

Artificial Intelligence SMA — Intermediate

Machine Learning nyata dengan Python dan dataset Kaggle untuk siswa SMA yang ambisius.

📅 10 Weeks 📚 5 Weeks 🎯 Intermediate

About This Learning Path

Untuk siswa SMA yang sudah menguasai Python dasar, program Intermediate mengajarkan Machine Learning end-to-end: dari data preprocessing hingga model deployment sederhana. Menggunakan Scikit-learn, dataset Kaggle, dan proyek klasifikasi nyata. Output: 2 proyek ML di GitHub, model prediksi dengan akurasi terukur, dan laporan eksperimen.

Curriculum Roadmap — 10 Weeks

Week 1 Minggu 1–2: Machine Learning Fundamentals 4 lessons

Memahami supervised/unsupervised learning, train-test split, dan pipeline ML.

Week 2 Minggu 3–4: Algoritma Klasifikasi & Regresi 5 lessons

Implementasi algoritma populer: Logistic Regression, Random Forest, SVM.

Week 3 Minggu 5–6: Natural Language Processing (NLP) Dasar 4 lessons

Pengenalan NLP: tokenisasi, sentiment analysis, dan text classification.

Week 4 Minggu 7–8: Computer Vision Dasar 4 lessons

CNN dasar, image classification, dan transfer learning dengan Keras.

Week 5 Minggu 9–10: GitHub Portfolio & Deployment 4 lessons

Publish proyek ke GitHub, buat README profesional, dan deploy model ke Hugging Face.

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Structured roadmap with mentor guidance.

Path Details

⏱ Duration 10 Weeks

📊 Level Intermediate

🗂 Category Artificial Intelligence

📖 Weeks 5

📚 Total Lessons 45444 lessons

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