Loading...
Professional Certificate in Evaluating Machine Learning Models with Small Datasets
Flexible learning: Enroll today to start learning anytime, anywhere
Educational Excellence: Trusted by thousands of learners worldwide
Educational Excellence: Trusted by thousands of learners worldwide
Overview
Loading...
Learning outcomes
Loading...
Course content
1
Introduction to Machine Learning and Evaluation
2
Understanding Small Datasets in Machine Learning
3
Data Preprocessing Techniques for Limited Samples
4
Model Selection Strategies for Small Datasets
5
Cross-Validation Methods for Reliable Evaluation
6
Performance Metrics for Evaluating Models
7
Overfitting and Regularization in Small Data Contexts
8
Ensemble Methods and Their Effectiveness
9
Case Studies: Successful Applications with Small Datasets
10
Ethical Considerations in Machine Learning Evaluation
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
Career Path
Key facts
Loading...
Why this course
Loading...
Frequently asked questions
Loading...
Earn a Certificate
Showcase your achievement with a professional certificate upon successful course completion.