Synthetic Data Generation for Fine-tuning AI Models
This course provides an introduction to synthetic data generation techniques for fine-tuning AI models, with a focus on Large Language Models (LLMs). You'll learn how to create high-quality synthetic datasets that can be used to improve the performance and capabilities of pre-trained AI models. The course covers a range of data generation methods for various task types, including text classification, Supervised Fine-Tuning (SFT), retrieval, reranking, and Preference Tuning (PT) techniques like DPO and ORPO. You'll gain hands-on experience in generating synthetic data, and leveraging LLMs as judges for quality assessment or labelling data. Additionally, the course explores potential challenges and considerations when using synthetic data in AI development, including ensuring data diversity, maintaining data quality, addressing the lack of human involvement, and navigating restrictions in model licenses.
Course taught by expert instructors
Ben Burtenshaw
Machine Learning Engineer, Hugging Face
Ben Burtenshaw began his journey in the field of artificial intelligence as an NLP Researcher, focusing on the application of language technology in healthcare and developing tools for evaluating machine learning pipelines. After completing his PhD, he transitioned into industry as an NLP-focused ML engineer working on state-of-the art problems in sales enablement and other consumer software.
David Berenstein
ML & DevRel for Argilla @ Hugging Face
David holds a degree in Computer Science and Engineering from the Technical University of Eindhoven in the Netherlands. During his studies, he completed a research exchange at Tohoku University in Sendai, Japan, specializing in Generative Adversarial Networks (GANs). After completing his studies, David has worked as a data scientist in healthcare, logistics, digital marketing and private intelligence. During which he worked on various open source projects, which eventually led him to join Argilla and later on Hugging Face.
The course
Learn and apply skills with real-world projects.
Try these prep courses first
A course you'll actually complete. AI-powered learning that drives results.
AI-powered learning
Transform your learning programs with personalized learning. Real-time feedback, hints at just the right moment, and the support for learners when they need it, driving 15x engagement.
Live courses by leading experts
Our instructors are renowned experts in AI, data, engineering, product, and business. Deep dive through always-current live sessions and round-the-clock support.
Practice on the cutting edge
Accelerate your learning with projects that mirror the work done at industry-leading tech companies. Put your skills to the test and start applying them today.
Flexible schedule for busy professionals
We know you’re busy, so we made it flexible. Attend live events or review the materials at your own pace. Our course team and global community will support you every step of the way.
Completion certificates
Each course comes with a certificate for learners to add to their resume.
Best-in-class outcomes
15-20x engagement compared to async courses
Support & accountability
You are never alone, we provide support throughout the course.
Get reimbursed by your company
More than half of learners get their Courses and Memberships reimbursed by their company.
Hundreds of companies have dedicated L&D and education budgets that have covered the costs.
