Machine Learning Systems Design and Deployment

Temizel A.

• Dersin Düzeyi: Yüksek Lisans
• Tasarlanan Ders Kodu: 9090712
• Öğretim Türü: Örgün Öğretim (Normal Öğretim)
• Dersin Kapsamı: Teorik
• Akademik Yıl: 2021 - 2022
• 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