Synthetic Data Courses and Certifications

Synthetic Data Sets for the Financial Industry

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Explore IBM's Synthetic Data Sets for financial industry, focusing on fraud detection through agent-based virtual world design rather than LLMs, with insights on advantages and implementation challenges.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Synthetic Data - Friend or Foe in the Age of Scaling?

Explore synthetic data's impact on AI scaling laws, model performance, and potential degeneration. Analyze theoretical frameworks and experimental findings for future AI development challenges.

• YouTube
• 56 minutes
• On-Demand
• Free Video

The Art and Tech of Generating Secure and Authentic Synthetic Data

Explore techniques for creating secure synthetic data, including redaction, anonymization, and differential privacy, with practical examples and future developments.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Alan Turing Institute

Dealing with Privacy, Bias and Drift in Synthetic Primary Care Data

Explore synthetic healthcare data generation, addressing privacy concerns, bias detection, and concept drift in evolving medical datasets for improved research and policy-making.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Alan Turing Institute

Synthetic Data for Identity Systems - Face Synthesis Detection

Explore face synthesis detection techniques for identity systems, focusing on synthetic data generation and its applications in enhancing security and privacy.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Data Science Festival

Leveraging GANs for Building Synthetic Data

Explore GANs for synthetic data generation to overcome data scarcity, preserve privacy, and enhance machine learning model training across various domains.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

ML-Based Privacy-Preserving Framework for Generating Synthetic Data from Aggregated Sources

Explore a multi-stage framework for generating synthetic data from aggregated sources, focusing on downscaling techniques and real-world applications in data privacy and model performance improvement.

• YouTube
• 39 minutes
• On-Demand
• Free Video

GAIA

Synthetic Data for Computer Vision Problems When Real Annotation Is Too Expensive

Explore synthetic data generation for computer vision tasks when labeled data is scarce. Learn tools and approaches to build effective models using primarily synthetic data.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Open Data Science

Generate Synthetic Tabular Data with GANs

Explore generating synthetic tabular data using GANs. Learn how TGANs work, see experiments and results, and discover tips for improving performance in this informative talk.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

OpenUK

Synthetic Data for AI, and AI for Synthetic Data in Open Source

Explore synthetic data generation for AI and its applications in open source, featuring live demos and discussions on biases and use cases.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Synthetic Data in Medical Imaging: Are We There Yet?

Explore synthetic data's potential and challenges in medical imaging, focusing on recent advancements and future prospects for improved healthcare applications.

• YouTube
• 33 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

Explore synthetic data's transformative potential in AI, focusing on data quality, augmentation, bias, and privacy for foundational language models.

• YouTube
• 34 minutes
• On-Demand
• Free Video

SNIAVideo

Realistic Synthetic Data Generation at Scale - Modeling Production Data Without Exposure

Discover how to generate large-scale synthetic test data that mirrors production patterns without exposing sensitive information, using modeling techniques for directory trees, files, and various data characteristics.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Open Data Science

Beyond Real - The Case for Synthetic Data and How to Win $100K

Explore synthetic data's role in privacy-preserving AI, fairness, and innovation with Alexandra Ebert. Learn about the $100K MOSTLY AI Prize competition and practical applications.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Weights & Biases

Synthetic Data in Medical Device AI - Challenges and Opportunities

Discover how SandboxAQ tackles medical AI data scarcity using synthetic data generation and deep transfer learning for magnetocardiography device development.

• YouTube
• 17 minutes
• On-Demand
• Free Video