Model Online Evaluation

Lecture 23

Model Maintenance

Lecture 22

Model Monitoring

Lecture 21

Deployment and Monitoring

Lecture 20

Model Serving (Cont.)

Lecture 19

Model Serving (Cont.)

Lecture 18

Model Serving

Lecture 17

Interpretability and Explainability

Lecture 16

High-performance Modeling

Lecture 15

Model Resource Management

Lecture 14

Hyperparameter tuning and AutoML

Lecture 13

Model Performance Analysis

Lecture 12

Model Development and Training (Cont.)

Lecture 11

Model Development and Training

Lecture 10

Feature Engineering (Cont.)

Lecture 9

Feature Engineering

Lecture 8

Data Preparation (Cont.)

Lecture 7

Data Preparation

Lecture 6

Data Engineering Fundamentals (Cont.)

Lecture 5

Data Engineering Fundamentals

Lecture 4

ML System Development Life Cycle

Lecture 3

Scoping the ML System Design Problem

Lecture 2

Understanding ML Systems

Lecture 1

Models

HW2

Submission Deadline: 1402/02/11 23:59:59 with possibility of late submission

Data

HW1

Submission Deadline: 1402/01/20 23:59:59 with possibility of late submission