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Videos

Learn how MOSTLY AI is utilizing synthetic data and privacy tech to change how modern businesses approach their data.

Fake or real? How to use a data discriminator for evaluating synthetic data quality

October 12, 2023

Dive deep into this tutorial on how to construct a machine learning model that effectively differentiates between fake and real data records. Whether you're trying to assess the quality of synthetic data or discern hybrid datasets, this guide will prove invaluable. Here is what you'll learn: 00:00-00:02 - Fake vs Real Data Discriminator 00:05-00:20 - […]

Explainable AI with Synthetic Data Tutorial

September 21, 2023

📚 In this tutorial, we'll show you how to make AI more explainable using synthetic data. Synthetic data helps you to alleviate privacy concerns and make your machine learning models more transparent and accountable. Chapters: 00:00:00 | Introduction 00:00:06 | Overview of Explainable AI with Synthetic Data 00:00:36 | Training the Model on Real Data […]

Conditional synthetic data generation tutorial

September 21, 2023

👋 Welcome to this comprehensive tutorial on Conditional Synthetic Data Generation! In this tutorial, you'll learn how to exercise more control over the synthetic data you generate. By the end, you'll understand how to apply conditional generation in two different scenarios: equalizing gender income distribution in the UCI Adult Income dataset and maintaining the geographic […]

AI Act: A Deep Dive into the Future of AI regulation - The Risk-based Approach

September 19, 2023

Exploring the EU AI Act and the so-called risk-based approach the draft legislation is proposing. Join us in this episode as we delve deep into the draft EU AI Act, dissecting risk categories, their implications, and the critical aspects every AI developer and user should be aware of. 📜 Here is what you can learn […]

AI Act: A Deep Dive into the Future of AI regulation - Generative AI

September 19, 2023

🎥 The EU AI Act and Generative AI: The Deep Dive Continues! Welcome back to the MOSTLY AI series where Alexander Zojer, MOSTLY AI's Legal Counsel unpacks the EU's AI regulation as it unfolds. In this episode, we’re delving into the definitions of generative AI and its legal implications within the draft EU AI Act. […]

Synthetic Data Tutorial - Synthetic Rebalancing vs. SMOTE vs. Naive Upsampling

September 14, 2023

Welcome to our comprehensive tutorial on synthetic rebalancing! Imbalanced datasets can be a major hurdle in machine learning, but fear not, because we're here to guide you through the process of tackling them effectively. In this video, we explore three rebalancing methods, naive upsampling, SMOTE, and synthetic data generation, to demonstrate their impact on model […]

Synthetic Data Tutorial - Sample Size vs. Synthetic Data Accuracy

September 14, 2023

In this tutorial we delve into the connection between the size of your training samples and the accuracy of the resulting synthetic dataset. Understanding this concept can be a game-changer, helping you cut down on computational costs and generation time, while maintaining data precision. Join us as we explore this fascinating topic step by step. […]

Synthetic Data Tutorial - Test Synthetic Data Using Train-Synthetic-Test-Real

September 14, 2023

Welcome to this comprehensive tutorial on testing synthetic data using the Train-Synthetic-Test-Real method, where you'll gain valuable insights into evaluating synthetic data quality for your downstream machine-learning models. Access our state-of-the-art synthetic data generator for free here: ➡️ https://bit.ly/44jGBPr Here is the publicly available notebook, so you can follow along and experiment with different datasets, […]

Data literacy and AI for all - Data Democratization Podcast S1E44

September 11, 2023

Alexandra Ebert, MOSTLY AI's Chief Trust Officer and DataCamp's CEO, Joe Cornelissen, and VP of Curriculum, Maggie Remynse discuss the importance of data literacy and how data not just for data scientists but for everyone. Tune in to learn more about: Everyday Interactions with data Governments and data regulations Self-Education: DataCamp for improving data literacy. […]

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