Machine Learning and Vision
Description
This module will provide the learner with a comprehensive knowledge and grounding of machine learning as applied to biopharmaceutical manufacturing processes. Three main areas will be covered:
- Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
Vision in the context of vision systems for the biopharmaceutical industry will form a substantial part of the learning. The module introduces the fundamental concepts of vision systems and applications for a biopharmaceutical manufacturing environment including:
- Image Acquisition
- Image Processing
- Image Analysis
Learning Outcomes
Procure, create, and prepare numerical and image data for a machine learning project.
Frame a problem in machine learning and optimisation terms.
Design a workflow to train a machine learning model
Categorise the working principles and applications of a vision system in a modern manufacturing environment.
Assess and specify an industrial vision system for a given biopharmaceutical application