👀 I just stumbled upon this old post where I create a tiny (the smallest I could think of) Generative Adversarial Network in #rstats #torch to understand how it works, especially in the context of #SyntheticData
The GAN learns to generate data from a Normal(1, 3) distribution from scratch
Synthetic Data là gì? A-Z về dữ liệu tổng hợp trong học máy
Dữ liệu là “nhiên liệu” không thể thiếu của AI và học máy. Tuy nhiên, việc sử dụng dữ liệu thực tiềm ẩn nhiều rủi ro về quyền riêng tư. Đây chính là lúc dữ liệu tổng hợp (Synthetic Data) phát huy vai trò. Hãy cùng khám phá Synthetic Data là gì, vì sao nó quan trọng và cách nó được ứng dụng trong thực tế.
Synthetic data is helping businesses innovate when real data is scarce or sensitive, supporting safer AI, model training, and compliance. Used in health, finance, retail and more, it offers privacy, scalability and efficiency—when well-managed. #AI #SyntheticData #DataPrivacy #Innovation #TechTrends https://levelact.com/how-synthetic-data-is-powering-the-next-wave-of-ai-and-innovation/
Synthetic data—realistic yet artificial—helps organisations overcome data shortages, privacy risks and compliance challenges. It enables safer AI model training, testing edge cases, and simulating new markets, but should complement, not fully replace, real data. #SyntheticData #AI #Innovation #DataScience #Privacy https://levelact.com/how-synthetic-data-is-powering-the-next-wave-of-ai-and-innovation/
e510 — Singing To the Dolphins
e510 with Andy, Michael and Michael – #AI stories ranging from #privacy, #dolphin communication, #OpenSource models for #robots, #GameTransferPhenomenon and much more.
https://media.blubrry.com/gamesatwork/op3.dev/e,pg=6e00562f-0386-5985-9c2c-26822923720d/gamesatwork.biz/wp-content/uploads/2025/04/E510.mp3Podcast: Play in new window | Download (Duration: 31:28 — 43.8MB) | Embed
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https://gamesatwork.biz/2025/04/21/e510-singing-to-the-dolphins/
Can AI Be Trained on Data Generated by Other AI? Exploring the Potential and Pitfalls of Synthetic Training Data
AI-generated training data is revolutionizing AI model training! Synthetic data simulates real-world scenarios, offering a more efficient approach. Companies like Anthropic are already using it. Learn more about this exciting new frontier! #SyntheticData #AIGeneration #AItraining #DataScience #MachineLearning #FutureofAI
https://tech-champion.com/data-science/can-ai-be-trained-...
A Field Guide to Rapidly Improving AI Products – O’Reilly
This article subverts traditional tools-centric AI development by revealing how a focus on qualitative error analysis can uncover actionable, domain-specific weaknesses.
Its analysis, addresses both strategic and operational challenges while acknowledging the evolution of evaluation criteria in AI systems.
https://www.oreilly.com/radar/a-field-guide-to-rapidly-improving-ai-products/
#AI #MachineLearning #PromptEngineering #ProductDevelopment #DigitalTransformation #SyntheticData
Apple is planning to improve its Genmoji models with user data and user devices (first by making synthetic data) and comparing the synthetic data to data generated by the model. Apple calls this approach “differential privacy". Users must have opted in to "Device Analytics" for their devices to be included.
https://techcrunch.com/2025/04/15/apple-details-how-it-plans-to-improve-its-ai-models-by-privately-analyzing-user-data/ #Apple #AI #AItraining #syntheticdata #Genmoji #LLMs
When two AI agents book an event and realize they’re both bots, the convo turns to droid talk! 🤖✨
This isn’t just fun—it’s synthetic data at work, making AI smart enough to handle real tasks.
From healthcare to retail, it’s changing everything.
Watch the video, then read my article to see how!
https://richardbukowski.substack.com/p/digital-twins-synthetic-lives
#SyntheticData
#DigitalTwins
#RTW
#AgentAI
#FutureOfWork
#QualityOfLife
#BusinessInnovation
#DigitalRealities
Can AI Be Trained on Data Generated by Other AI? Exploring the Potential and Pitfalls of Synthetic Training Data
AI-generated training data is revolutionizing AI model training! Synthetic data simulates real-world scenarios, offering a more efficient approach. Companies like Anthropic are already using it. Learn more about this exciting new frontier! #SyntheticData #AIGeneration #AItraining #DataScience #MachineLearning #FutureofAI
https://tech-champion.com/data-science/can-ai-be-trained-...
🗑️ **Garbage In, Garbage Out.** 🗑️
Do we really want critical business decisions guided by synthetic fantasy?
I’d love to hear your thoughts—have you encountered similarly bizarre synthetic samples?
#DataScience #MachineLearning #SMOTE #SyntheticData #GarbageInGarbageOut #DataQuality
#Nvidia Reportedly Bought a #SyntheticData Firm. So What's #Synthetic #Data?
How and why to create synthetic data with generative AI
https://zurl.co/tqBt0
#ai #genai #syntheticdata #data
Can anyone advise on something #ai ? We are looking for a way to generate synthetic image data from existing images, looking for - few tens of thousands of iterations. Any suggestions for a product / service or small model that might work? Thank you! #research #syntheticdata
"All students indicated that working with real data is more fun, challenging and concrete. It motivates them. Students who worked with fake data did not like this as much. In interviews they indicated that they prefer, for example, to work with cases from companies rather than cases invented by teachers." (2018) https://blog.okfn.org/2018/07/02/changing-minds-by-using-open-data/ #openeducation #okfn #opendata #syntheticdata
Can AI Be Trained on Data Generated by Other AI? Exploring the Potential and Pitfalls of Synthetic Training Data
AI-generated training data is revolutionizing AI model training! Synthetic data simulates real-world scenarios, offering a more efficient approach. Companies like Anthropic are already using it. Learn more about this exciting new frontier! #SyntheticData #AIGeneration #AItraining #DataScience #MachineLearning #FutureofAI
https://tech-champion.com/data-science/can-ai-be-trained-...
For a deeper dive into this framework, you can access the full paper here: https://arxiv.org/abs/2312.08999v2
#MachineLearning #DataScience #ConformalPrediction #SyntheticData #DeepLearning
Rockfish Data secures $4M seed funding: Enhancing synthetic data generation 💡
Synthetic data generation with GPT-4o was a game changer for us. By creating datasets with common misspellings and syntactic variations, we were able to enhance the robustness of our search models significantly. This crucial step ensured that our AI models could handle a variety of real-world inputs seamlessly. #SyntheticData #Innovation
Generative AI Using SAS: Explore Machine Learning Techniques | CoListy
Learn the basics of Generative AI with SAS, including SMOTE, GANs, and LLMs to generate synthetic data and improve AI accuracy.
#freeonlinelearning #colisty #courselist #generativeai #machinelearning #datascience #sasviya #gans #smote #largelanguagemodels #bert #ai #syntheticdata #textclassification #rag #sasprogramming.
https://colisty.netlify.app/courses/generative-ai-using-sas-explore-machine-learning-techniques/
