Become a Machine Learning expert. Put your machine learning knowledge to work, and expand your production engineering capabilities and begin to turn your ideas into realities.
- Course 1 - Introduction to Machine Learning in Production: 100%
- Course 2 - Machine Learning Data Life Cycle in Production: 100%
- Course 3 - Machine Learning Modelling Pipelines in Production: 100%
- Course 4 - Welcome to Deploying Machine Learning Models in Production: 98%
Each course is spread out in weeks, and are made up of video slides, lab sessions, quizzes, assignments, related course materials, code and data
- Ungraded Lab: Simple Feature Engineering
- Ungraded Lab: Feature Engineering Pipeline
- Ungraded Lab: Feature Selection
- Ungraded Lab: Feature Engineering with Weather Data
- Ungraded Lab: Feature Engineering with Accelerometer Data
- Ungraded Lab: Feature Engineering with Images
- Ungraded lab: Manual Feature Engineering
- Ungraded lab: Algorithmic Dimensionality Reduction
- Ungraded Lab: Quantization and Pruning
- Ungraded lab: Distributed Strategies with TF and Keras
- Ungraded Lab: Knowledge Distillation
- Ungraded lab: Distributed Strategies with TF and Keras
- Ungraded Lab: TensorFlow Model Analysis
- Ungraded Lab: Model Analysis with TFX Evaluator
- Ungraded Lab: Fairness Indicators
The solutions presented are intended to serve as reference for other learners who enroll in this course.