Synthetic Data Courses and Certifications

Simons Institute

Differentially Private Synthetic Data for Private LLM Training

Explore cutting-edge techniques for generating private synthetic data in LLM training, focusing on differential privacy methods and their practical applications in AI development.

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

Snorkel AI

Generating Synthetic Tabular Data that is Differentially Private

Explore approaches to applying differential privacy in generating synthetic tabular data, including measuring low-dimensional distributions and learning graphical model representations for enhanced data privacy.

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

Google TechTalks

Marginal-based Methods for Differentially Private Synthetic Data - Differential Privacy for ML Series

Explore marginal-based methods for generating differentially private synthetic data, covering mechanisms, selection algorithms, and empirical findings.

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

Data Science Festival

Mastering Synthetic Data Generation in Sports Analytics

Explore synthetic data generation techniques to overcome data scarcity in sports analytics, from basic augmentation to advanced models with real-world StatSports examples.

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

MLOps.community

Meta Engineer on Industrial Computer Vision Systems - Synthetic Data for AI Model Development

Discover how synthetic data transforms industrial computer vision by accelerating data collection and reducing AI deployment cycles from months to weeks.

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

Harvard CMSA

Leveraging Synthetic Data in Statistical Inference

Discover how to safely combine synthetic and real data to enhance statistical inference power while maintaining error bounds without distributional assumptions on synthetic data quality.

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

USENIX

When Privacy Guarantees Meet Pre-Trained LLMs - A Case Study in Synthetic Data

Explore privacy challenges when differential privacy meets pre-trained LLMs in synthetic data generation, revealing unexpected vulnerabilities despite conservative epsilon values.

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

Open Data Science

Differentially-Private Synthetic Data for Everyone

Master differential privacy techniques to generate high-quality synthetic data while preserving privacy using MOSTLY AI's open-source SDK and practical evaluation methods.

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

NashKnolX

Integrating Synthetic Data for Robust Test Automation

Discover how synthetic data enhances test automation by creating robust, scalable testing environments. Learn generation strategies, integration techniques, and ways to ensure data privacy in your automation pipelines.

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

Anyscale

KubeRay + vLLM at DatalogyAI - Engineering Trillion-Scale Synthetic Data Systems

Discover how DatologyAI engineers trillion-scale synthetic data systems using KubeRay and vLLM, covering GPU optimization, fault-tolerant design, and auto-scaling strategies.

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

Practical Synthetic Data Strategies for RAG/Agentic Systems

Explore practical synthetic data strategies for RAG and agentic systems using open-source tools to improve context engineering, accelerate testing cycles, and enhance AI development.

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

Google TechTalks

POPri - Private Federated Learning using Preference-Optimized Synthetic Data

Discover how POPri enhances private federated learning by using policy optimization to generate high-quality synthetic data, improving privacy-utility tradeoffs in machine learning.

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

Google TechTalks

Differentially Private Synthetic Data without Training

Discover Private Evolution, a training-free framework for generating differentially private synthetic data using foundation models as blackboxes via inference APIs only.

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

Advanced Retrieval Augmented Generation

72 ratings at Udemy

How to make Advanced RAG work in practice with Evaluations, Agentic Patterns and Generative AI with LLM

• Udemy
• 10 hours 32 minutes
• On-Demand
• Paid Course

Microcredential

Generative AI for Data Scientists

67 ratings at Coursera

Enhance data science skills with GenAI: Learn to leverage Microsoft Copilot for data preparation, analysis, visualization, and communication, driving actionable insights and boosting productivity.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 3 courses