Professional Certificate in Small Datasets for Machine Learning

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Overview

Learning outcomes

Course content

Introduction to Small Datasets

Data Preprocessing Techniques

Feature Engineering for Small Datasets

Statistical Methods for Small Sample Sizes

Model Selection and Evaluation

Overfitting and Regularization

Ensemble Methods for Small Datasets

Transfer Learning Applications

Case Studies in Small Dataset ML

Ethics and Best Practices in Data Science

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