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#Synthetic Data

Showing: 63 courses
MLOps World: Machine Learning in Production

HoloClean and Kamino - Structured Learning for Private Data Generation

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Explore structured learning for private data generation using HoloClean and Kamino frameworks. Learn to preserve data correlations while ensuring privacy in synthetic data instances.
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1 Lesons
36 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

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Explore synthetic data's transformative potential in AI, focusing on data quality, augmentation, bias, and privacy for foundational language models.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

How MLOps Tools Will Need to Adapt to Responsible and Ethical AI - Stay Ahead of the Curve

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Explore ethical AI guardrails for MLOps platforms, focusing on GDPR compliance, data privacy, and future regulatory requirements. Learn to implement responsible AI practices in machine learning operations.
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15 Lesons
39 minutes
On-Demand
Free-Video
Trelis Research

OpenAI Fine-tuning vs Distillation - Techniques and Implementation

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Explore OpenAI fine-tuning and distillation techniques using a free Colab notebook. Learn to generate datasets, run fine-tuning, and evaluate models for improved AI performance.
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14 Lesons
23 minutes
On-Demand
Free-Video
Resemble AI

3D Deep Learning for Gaming with Srinath Sridhar and Stanford Artificial Intelligence

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Explore 3D deep learning for gaming, covering human pose estimation, object reconstruction, and computer vision applications with Stanford AI expert Srinath Sridhar.
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30 Lesons
29 minutes
On-Demand
Free-Video
Resemble AI

Deep Learning in Gaming with Idan Beck

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Explore AI/ML applications in gaming, covering navigation, task planning, procedural generation, and reinforcement learning, with insights from Unity expert Idan Beck.
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23 Lesons
39 minutes
On-Demand
Free-Video
Simons Institute

Differentially Private Synthetic Data for Private LLM Training

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Explore cutting-edge techniques for generating private synthetic data in LLM training, focusing on differential privacy methods and their practical applications in AI development.
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1 Lesons
46 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Crear Synthetic Data con Langchain, OpenAI y Faker - Español

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Genera datos sintéticos utilizando Langchain, OpenAI y Faker para proyectos de ciencia de datos y aprendizaje automático en español.
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1 Lesons
22 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Crear Datos Sintéticos con Langchain y OpenAI

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Aprende a generar datos sintéticos utilizando Langchain y OpenAI para proyectos de ciencia de datos y aprendizaje automático.
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1 Lesons
31 minutes
On-Demand
Free-Video
Alan Turing Institute

Overcoming the Challenges of Data Sharing

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Experts discuss advanced techniques for secure data sharing, including synthetic data, differential privacy, and federated analytics, addressing key challenges in the field.
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1 Lesons
54 minutes
On-Demand
Free-Video
Google TechTalks

Differentially Private Synthetic Data Generation via Foundation Model APIs

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Explore generating high-quality differentially private synthetic data using foundation model APIs, overcoming challenges and achieving state-of-the-art results without accessing model weights.
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15 Lesons
56 minutes
On-Demand
Free-Video
USENIX

A New Model for International, Privacy-Preserving Data Science

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Explore a groundbreaking approach to international data analysis using privacy-preserving technologies, enabling secure collaboration between statistical organizations without direct data access.
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1 Lesons
11 minutes
On-Demand
Free-Video
USENIX

Empirical Privacy Metrics in Synthetic Data Generation - The Bad, the Ugly, and the Good

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Explore synthetic data generation, empirical privacy metrics, and their implications for data privacy. Uncover myths, assess usefulness, and learn requirements for effective privacy protection in data analysis and sharing.
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1 Lesons
14 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Noise-Aware Statistical Inference with Differentially Private Synthetic Data

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Explore noise-aware statistical inference techniques for differentially private synthetic data, combining multiple imputation and Bayesian modeling to produce accurate uncertainty estimates for population-level quantities.
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14 Lesons
27 minutes
On-Demand
Free-Video
Google TechTalks

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

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Explore marginal-based methods for generating differentially private synthetic data, covering mechanisms, selection algorithms, and empirical findings.
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17 Lesons
43 minutes
On-Demand
Free-Video
Snorkel AI

Generating Synthetic Tabular Data that is Differentially Private

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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.
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1 Lesons
27 minutes
On-Demand
Free-Video
CodeWithYu

Mastering Data Fabrication: Enhance Testing and Protect User Privacy with Python

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Generate realistic, fictitious data for enhanced application testing while adhering to privacy standards. Master tools like Faker to create diverse data types and ensure compliance.
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1 Lesons
41 minutes
On-Demand
Free-Video
Data Con LA

Navigating the Nuances of AI and ML Product Management

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Discover the unique challenges and strategies of AI/ML product management, from data handling to ethical considerations, cross-functional collaboration, and user-centric design principles.
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15 Lesons
56 minutes
On-Demand
Free-Video
Alan Turing Institute

Preserving Patient Safety as AI Transforms Clinical Care - Curt Langlotz, Stanford University

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Explore AI's impact on healthcare, focusing on patient safety, data privacy, and interpretability. Learn about new machine learning methods supporting caregivers and enhancing clinical decision-making.
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32 Lesons
59 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

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

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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.
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1 Lesons
39 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Creating Synthetic Data with Langchain, OpenAI, and Faker

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Generate synthetic data using Langchain, OpenAI, and Faker for data science and machine learning applications. Learn powerful techniques to create realistic datasets.
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1 Lesons
13 minutes
On-Demand
Free-Video
Data Science Conference

Don't Stop at Data Democratization - Data Literacy and Diversity in AI Systems

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Discover how synthetic data drives innovation by enabling data diversity and equitable AI systems, while promoting inclusive access to data resources for all professionals.
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13 Lesons
17 minutes
On-Demand
Free-Video
Data Science Conference

The Synthetic Data Advantage - Getting Both AI Privacy and Explainability

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Discover how synthetic data revolutionizes AI development by enabling privacy-preserving machine learning, streamlined data access, and enhanced explainability while exploring practical implementation techniques.
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1 Lesons
1 hour
On-Demand
Free-Video
SNIAVideo

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

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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.
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1 Lesons
33 minutes
On-Demand
Free-Video
Discover AI

SetFit and SBERT: Zero-Shot Classification with Synthetic Data Sets - Part 47

0 rewiews
Discover how to leverage SetFit and SBERT for zero-shot classification by creating and utilizing synthetic data, enhancing performance in both zero-shot and few-shot scenarios.
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1 Lesons
26 minutes
On-Demand
Free-Video
Discover AI

Creating Self-Instruct Data Sets for LLM Fine-Tuning with ChatGPT

0 rewiews
Master the creation of synthetic instruction datasets using ChatGPT and GPT-4 for fine-tuning language models, covering data generation, multi-task training, and task decomposition techniques.
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5 Lesons
30 minutes
On-Demand
Free-Video
IEEE

Synthesizing Plausible Privacy-Preserving Location Traces

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Explore techniques for generating synthetic location data that preserves privacy while maintaining statistical similarity to real human mobility patterns, enhancing protection against inference attacks.
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14 Lesons
20 minutes
On-Demand
Free-Video
AGU

Data Management Fundamentals

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Explore data management fundamentals, resources, and techniques for enhancing data discoverability and comprehension in scientific work and publications.
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14 Lesons
1 hour
On-Demand
Free-Video
Alan Turing Institute

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

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Explore synthetic healthcare data generation, addressing privacy concerns, bias detection, and concept drift in evolving medical datasets for improved research and policy-making.
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1 Lesons
40 minutes
On-Demand
Free-Video
Alan Turing Institute

Synthetic Data for Identity Systems - Face Synthesis Detection

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Explore face synthesis detection techniques for identity systems, focusing on synthetic data generation and its applications in enhancing security and privacy.
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1 Lesons
22 minutes
On-Demand
Free-Video
All About AI

ChatGPT 3.5 Turbo Fine-Tuning Tutorial - Specific Tasks with Synthetic Data

0 rewiews
Step-by-step guide to fine-tuning ChatGPT 3.5 Turbo for specific tasks using synthetic data, covering when and why to fine-tune, data creation, dataset cleaning, and model testing.
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8 Lesons
18 minutes
On-Demand
Free-Video
Linux Foundation

The Art and Tech of Generating Secure and Authentic Synthetic Data

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Explore techniques for creating secure synthetic data, including redaction, anonymization, and differential privacy, with practical examples and future developments.
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12 Lesons
28 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Beyond 2026 - The Role of AI-Generated Content in Machine Learning

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Explore the impact of AI-generated content on machine learning, addressing bias challenges and strategies for the future of ML in light of evolving regulations and technological advancements.
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1 Lesons
46 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Creating Synthetic Data with Langchain and OpenAI for Data Science and Machine Learning

0 rewiews
Create synthetic data using Langchain and OpenAI for machine learning applications. Learn techniques to generate realistic datasets for training and testing models.
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1 Lesons
36 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Synthetic Data in Medical Imaging: Are We There Yet?

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Explore synthetic data's potential and challenges in medical imaging, focusing on recent advancements and future prospects for improved healthcare applications.
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1 Lesons
33 minutes
On-Demand
Free-Video
BSidesLV

Hacking the Pentagon - How a Rebel Alliance Shifts Culture to Protect National Security

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Explore how a rebel alliance shifts Pentagon culture to enhance national security through innovative hacking, data science, and digital transformation strategies.
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17 Lesons
53 minutes
On-Demand
Free-Video
Gartner

How Data and Analytics Unleash Innovation and Transform Uncertainty

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Explore how data and analytics drive innovation and transform uncertainty in business. Learn strategies for leveraging metadata, synthetic data, and augmented analytics to make better decisions and maximize outcomes.
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18 Lesons
45 minutes
On-Demand
Free-Video
Microsoft

Transforming Transportation with the Metaverse and AI on Microsoft Azure

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Explore how NVIDIA Omniverse and DRIVE Sim on Azure revolutionize vehicle development, from design to customer experience, using digital twins, AI, and immersive technologies.
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13 Lesons
23 minutes
On-Demand
Free-Video
TheIACR

Differential Privacy and the People's Data

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Explore differential privacy mechanisms, applications, and challenges in data protection. Insights from Cynthia Dwork on privacy-preserving techniques, real-world implementations, and future directions.
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26 Lesons
55 minutes
On-Demand
Free-Video
Devoxx

How Generative AI Brings Synthetic Data to Software Engineering

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Explore the impact of generative AI on software engineering, focusing on synthetic data creation and its applications in development processes and testing methodologies.
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1 Lesons
47 minutes
On-Demand
Free-Video
SF Python

Craft Complex Mock Data Using Graph-Based Configuration Files

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Master the creation of complex, interconnected mock datasets using Python's graph-data-generator package through JSON configuration files for more efficient development and testing workflows.
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1 Lesons
21 minutes
On-Demand
Free-Video
Snorkel AI

Practical Paths to Data-Centric AI

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Explore data-centric AI with Google experts, covering data quality, feature selection, and large language model deployment. Learn about synthetic data, weak supervision, and data governance.
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1 Lesons
27 minutes
On-Demand
Free-Video
Data Council

GenAI and Datacomp: Creating the Largest Public Multimodal Dataset in Academia

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Explore academia's role in GenAI, focusing on large-scale dataset management. Learn about AI-driven data cleaning, data-centric AI, legal challenges, and synthetic dataset potential in this insightful talk.
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1 Lesons
17 minutes
On-Demand
Free-Video
Python Tutorials for Digital Humanities

Synthetic Data Generation and Applications in Python

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Discover how to generate synthetic data for machine learning and data analysis projects, with practical Python examples and implementation strategies.
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1 Lesons
18 minutes
On-Demand
Free-Video
Data Science Conference

AI-Driven Solutions for Text Anonymization - Implementing Machine Learning for Data Privacy

0 rewiews
Explore AI-driven text anonymization techniques, from data labeling and NLP model training to implementing MLOps principles and human-in-the-loop processes for enhanced data privacy protection.
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15 Lesons
26 minutes
On-Demand
Free-Video
Data Science Festival

Leveraging GANs for Building Synthetic Data

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Explore GANs for synthetic data generation to overcome data scarcity, preserve privacy, and enhance machine learning model training across various domains.
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1 Lesons
17 minutes
On-Demand
Free-Video
GAIA

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

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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.
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1 Lesons
26 minutes
On-Demand
Free-Video
SQLBits

Crafting Flight Simulations: The Art of Synthetic Data Generation

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Discover how synthetic data creates rich scenarios for flight simulations, mitigating real-world data risks while enhancing training and development.
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1 Lesons
21 minutes
On-Demand
Free-Video
OpenUK

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

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Explore synthetic data generation for AI and its applications in open source, featuring live demos and discussions on biases and use cases.
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9 Lesons
29 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Human-in-the-Loop Mixup: Aligning Synthetic Data with Human Perception - Oral Session 2

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Explore human-aligned synthetic data in machine learning, focusing on mixup regularization. Discover how perceptual judgments and uncertainties can enhance model reliability and generalization.
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1 Lesons
26 minutes
On-Demand
Free-Video
Yannic Kilcher

BLEURT - Learning Robust Metrics for Text Generation

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Explora BLEURT, una métrica de evaluación basada en BERT para generación de texto, su preentrenamiento con datos sintéticos y su capacidad de modelar juicios humanos con pocos ejemplos.
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9 Lesons
32 minutes
On-Demand
Free-Video
Devoxx

Fake It Till You Make It - An Introduction to Synthetic Data

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Explore synthetic data generation for GDPR compliance, addressing privacy concerns while maintaining data usability. Learn practical techniques using Python for testing, debugging, and analytics.
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1 Lesons
48 minutes
On-Demand
Free-Video
Oxen

Deep Dive Into Self-Rewarding Language Models - Training Models as Their Own Judges

0 rewiews
Explore how language models can be trained to evaluate and improve themselves, eliminating the need for human-labeled data while achieving superior performance in AI development and training.
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15 Lesons
40 minutes
On-Demand
Free-Video
Oxen

Understanding How Llama 3.1 Works - A Technical Deep Dive

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Dive into Meta's groundbreaking Llama 3 architecture, exploring pre-training techniques, model capabilities, synthetic data quality, and implementation strategies for advanced AI development.
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9 Lesons
52 minutes
On-Demand
Free-Video
Cloud Security Alliance

The Transformative Impact of AI on Security and Security on AI

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Explore how AI transforms security strategies through synthetic data, agents, and RAG technologies, while learning to leverage these tools for enhanced enterprise defense and protection.
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1 Lesons
30 minutes
On-Demand
Free-Video
Data Science Conference

Why Synthetic Data is Needed for AI Fairness and Explainability

0 rewiews
Discover how synthetic data enhances AI fairness and explainability through machine learning techniques, focusing on audio data modeling and source separation applications.
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1 Lesons
47 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Making GenAI Safe, Trustworthy and Fit for Purpose with Auto Alignment

0 rewiews
Enhance fairness, robustness, and safety of generative AI through alignment templating. Learn to measure model performance, improve with minimal human intervention, and adapt for specific use cases.
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1 Lesons
56 minutes
On-Demand
Free-Video
Data Council

Everything I Know About Data Science I Learned from Model Railroading

0 rewiews
Explore parallels between data science and model railroading, uncovering valuable insights for building real-world models and improving data science practices.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps.community

Navigating the AI Frontier: The Power of Synthetic Data and Agent Evaluations in LLM Development

0 rewiews
Explore synthetic data and agent evaluations in LLM development. Learn strategies for enhancing model behavior, prototyping, testing, and fine-tuning to build robust AI applications.
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19 Lesons
57 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

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

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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.
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1 Lesons
56 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

LLaMA 3 Deep Dive - Synthetic Data, Privacy, and Model Architecture

0 rewiews
Explore LLaMA 3's innovations with Meta's Thomas Scialom, covering synthetic data, privacy concerns, scaling techniques, and architectural choices in this in-depth discussion on advanced language models.
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12 Lesons
53 minutes
On-Demand
Free-Video
Open Data Science

Generate Synthetic Tabular Data with GANs

0 rewiews
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.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
NHR@FAU

Digital Reality: From Learned Models via Synthetic Data to Trusted-AI - and Back

0 rewiews
Explore AI systems' understanding of complex reality through modular learning, simulations, and synthetic data generation. Discover the "Digital Reality" approach combining modeling, AI, and high-performance computing.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video