Professional Certificate in Applied Machine Learning with Small Datasets

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Overview

Learning outcomes

Course content

Introduction to Machine Learning Principles

Data Preprocessing and Feature Engineering

Understanding Small Datasets

Exploratory Data Analysis Techniques

Model Selection and Evaluation

Overfitting and Regularization Strategies

Ensemble Methods for Small Datasets

Hyperparameter Tuning and Optimization

Deploying Machine Learning Models

Ethics and Best Practices in Machine Learning

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