Responsible Machine Learning

Issued by Cardiff Metropolitan University

Badge earners will have the experience of creating machine learning models in Python, using Responsible AI for explanatory artefacts. They'll develop interactive dashboards to showcase models and artefacts, covering topics like Exploratory Data Analysis, supervised machine learning (Classification and Regression), Responsible AI (fairness and bias checking, explaining model behaviour), and web-based dashboard development with Python.

Type Learning

Additional Details

Skills

Experience of various data science and machine learning Python libraries
Knowledge of how to conduct Exploratory Data Analysis (EDA)
Skills in creating diverse visualizations for evaluating performance and explaining decision-making.
Skills in the development of a supervised machine learning models

Earning Criteria

Completed the following topics: Exploratory Data Analysis; Development of supervised machine learning models including Classification and Regression; Responsible AI including Checking for Fairness and Bias and Explaining machine learning model behaviour; Web based Interactive dashboard development using Python.