Machine Learning Systems Design and Deployment
- Dersin Düzeyi: Yüksek Lisans
- Tasarlanan Ders Kodu: 9090712
- Öğretim Türü: Örgün Öğretim (Normal Öğretim)
- Dersin Kapsamı: Teorik
- Akademik Yıl: 2021 - 2022
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Ders İçeriği:
Week 1: Machine Learning (ML) Production Pipeline
Week 2: Machine Learning Systems Design
Week 3: Data Engineering
Week 4: Model Development and Training
Week 5: Scaling Up Training
Week 6: Model Evaluation
Week 7: Experiment Tracking and Versioning
Week 8: Lab 1
Week 9: Deployment
Week 10: Deployment Platforms and Frameworks
Week 11: Deployment Lab
Week 12: TinyML
Week 13: Integrating ML into business
Week 14: Future ML Systems