Skills you'll learn:

Small Datasets in Machine Learning
Course
This learning journey is designed to provide a comprehensive understanding of machine learning models and techniques specifically tailored for small datasets. You'll learn how to effectively utilize small datasets to build powerful models while avoiding common pitfalls associated with data scarcity. We'll cover methodologies and practical applications, allowing you to develop a strong foundation in machine learning techniques that apply to small dataset problems so you can successfully apply these techniques in your projects.
This learning journey is designed to provide a comprehensive understanding of machine learning models and techniques specifically tailored for small datasets. You'll learn how to effectively utilize small datasets to build powerful models while avoiding common pitfalls associated with data scarcity. We'll cover methodologies and practical applications, allowing you to develop a strong foundation in machine learning techniques that apply to small dataset problems so you can successfully apply these techniques in your projects.
Intermediate
2 weeks
Last Updated October 6, 2024
Prerequisites:
Intermediate
2 weeks
Last Updated October 6, 2024
Skills you'll learn:
Prerequisites:
Course Lessons
Lesson 1
Introduction to Small Data in Machine Learning
Learn about small data and what you'll accomplish. Check your prerequisite knowledge and overview the tools and environment you'll be using.
Lesson 2
Machine Learning Techniques for Small Data
You will learn to identify small data as opposed to big data. You will learn about some small data techniques understand the types of problems that can be solved with small datasets.
Lesson 3
Transfer Learning and Small Data Problems
You will learn the basics of transfer learning as well as how to decide when to use transfer learning. You will see a demo of how transfer learning works.
Lesson 4
Synthetic Data and Small Data Problems
You will learn the difference between synthetic data and fake data and when you should use synthetic data. You will learn the basics of how to generate synthetic data.
Lesson 5 • Project
Project: Transfer Learning and Data Generation Solutions
In this project, you'll determine when to use different small data strategies using transfer learning and synthetic data to solve small data problems.
Taught By The Best

Matt Swaffer
General Manager, MBS
Matt has been working in software development and data science for over 20 years. Matt's career is centered on the intersection of technology, data, and human psychology. He is passionate about using data science to have a meaningful impact on our people and our planet.
The Udacity Difference
Combine technology training for employees with industry experts, mentors, and projects, for critical thinking that pushes innovation. Our proven upskilling system goes after success—relentlessly.

Demonstrate proficiency with practical projects
Projects are based on real-world scenarios and challenges, allowing you to apply the skills you learn to practical situations, while giving you real hands-on experience.
Gain proven experience
Retain knowledge longer
Apply new skills immediately

Top-tier services to ensure learner success
Reviewers provide timely and constructive feedback on your project submissions, highlighting areas of improvement and offering practical tips to enhance your work.
Get help from subject matter experts
Learn industry best practices
Gain valuable insights and improve your skills

Enroll in Small Datasets in Machine Learning. Choose the plan that works for you
All Access monthly
Cancel Anytime
Unlimited access to our top-rated courses
Hands-on projects with expert feedback
Personalized career coaching and interview prep
Program Certificates
Best Value
All Access bundle1
All the same great benefits as our monthly plan
The most cost-effective way to develop the skills you want
- 1Discount applies to the first 4 months of membership, after which plans are converted to month-to-month.
Your subscription also includes:
Your subscription also includes:

2 weeks
Advanced

4 weeks
Intermediate

3 weeks
Intermediate

3 months
Intermediate

3 weeks
Intermediate

4 weeks
Intermediate

3 weeks
Intermediate

1 month
Beginner

4 weeks
Advanced

2 weeks
Intermediate

3 weeks
Intermediate

(966)
3 months
Intermediate

(275)
2 months
Intermediate

1 hour
Discovery

(101)
3 months
Advanced

3 weeks
Beginner