Postgraduate Certificate in Enhancing Model Performance with Small Datasets

Flexible learning: Enroll today to start learning anytime, anywhere
Educational Excellence: Trusted by thousands of learners worldwide

Start now

Overview

Learning outcomes

Course content

Introduction to Small Dataset Challenges

Statistical Methods for Small Sample Sizes

Machine Learning Techniques for Limited Data

Data Augmentation Strategies

Transfer Learning for Small Datasets

Evaluation Metrics for Model Performance

Feature Selection and Dimensionality Reduction

Advanced Ensemble Methods

Interpretable Machine Learning

Practical Applications and Case Studies

Duration

The programme is available in two duration modes:
Fast track - 1 month
Standard mode - 2 months

Course fee

The fee for the programme is as follows:
Fast track - 1 month: GBP £140
Standard mode - 2 months: GBP £90