Professional Certificate in Practical Applications of Small Datasets in AI

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Overview

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Learning outcomes

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Course content

1

Introduction to Small Datasets in AI

2

Data Collection Techniques for Small Datasets

3

Data Preprocessing and Cleaning

4

Exploratory Data Analysis for Small Datasets

5

Feature Engineering and Selection

6

Model Building with Limited Data

7

Evaluating Model Performance

8

Overfitting and Regularization Strategies

9

Case Studies in Small Dataset Applications

10

Ethics and Best Practices in AI with Small Datasets

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

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Key facts

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Why this course

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Frequently asked questions

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Showcase your achievement with a professional certificate upon successful course completion.