Blog Posts | Joshua Berkowitz

12 Articles

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Unleashing On-Device Agentic Power: How Fara-7B Transforms Human-Computer Interaction

Microsoft Research’s Fara-7B is a small, open-weight agentic model that interacts with your device in a human-like way. It looks to fulfil the promise ofhaving a digital assistant that doesn’t just un...

agentic AI AI safety benchmarking on-device AI open source small language models synthetic data web automation

Nov 25, 2025

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Redefining AI Training: SYNTH Ushers in a Reasoning-First Data Revolution

SYNTH is a synthetic dataset designed to push language models beyond memorization, toward deeper intelligence and agility. Since GPT-3, most language models have depended on massive web-scraped datase...

AI training context engineering deep learning language models multilingual AI reasoning synthetic data Wikipedia

Nov 18, 2025

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NVIDIA’s Open Models: Accelerating AI Innovation Across Industries

Building the next generation of intelligent agents, robots, and biomedical breakthroughs without barriers is getting closer thanks to AI advancements at NVIDIA. They are releasing a comprehensive suit...

AI models biomedical AI enterprise AI Nemotron open source physical AI robotics synthetic data

Oct 30, 2025

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A New Era for Privacy: Hierarchical Generation of Synthetic Photo Albums

As privacy concerns grow, the challenge of creating realistic datasets without exposing sensitive information is more pressing than ever. Google Research has introduced a groundbreaking method for gen...

differential privacy generative AI hierarchical models large language models photo albums privacy-preserving synthetic data text-to-image

Oct 21, 2025

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Revolutionize Your Data Workflows with AI Sheets: No Coding Needed

Imagine working with complex datasets, harnessing the latest AI models, and transforming raw data into actionable insights, without a single line of code. AI Sheets by Hugging Face offers this capabil...

AI Sheets data enrichment datasets Hugging Face model comparison no-code prompt engineering synthetic data

Oct 8, 2025

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AI and Synthetic Data For Gait Analysis in Neurology

Every step we take carries hidden information about our health. Gait, the way we walk, provides subtle clues that can indicate early stages of neurological disorders such as Parkinson’s disease, cereb...

AI digital health gait analysis healthcare technology neurology synthetic data wearables

Oct 3, 2025

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Microsoft TimeCraft For Synthetic Time-Series Data Generation

Time-series data is the backbone of critical decision-making in sectors such as healthcare, finance, and transportation. However, generating realistic and adaptable synthetic time-series data is a per...

AI frameworks data generation industry applications machine learning open source synthetic data time series

Sep 20, 2025

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Unlocking the Power of Generalizable Tabular Models with Synthetic Priors

Tabular data drives vital decisions across sectors like healthcare, finance, and retail, but most machine learning solutions for these datasets are narrowly optimized and lack broad applicability. Tod...

AutoGluon benchmarking foundation models in-context learning machine learning synthetic data tabular data

Aug 28, 2025

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GenSeg For Medical Image Segmentation in Low-Data Environments

Medical image semantic segmentation is a fundamental process in modern healthcare, crucial for applications such as diagnosing diseases, tracking disease progression, planning treatments, and assistin...

AI segmentation data efficiency deep learning generative models healthcare AI medical imaging synthetic data

Jul 28, 2025

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Papers

Promptomatix Automates and Democratizes Prompt Engineering for LLMs

As large language models (LLMs) become central to artificial intelligence, the challenge of crafting effective prompts remains a major hurdle. Manual prompt engineering is often slow, resource-intensi...

accessibility AI frameworks automation cost optimization LLMs prompt engineering synthetic data

Jul 25, 2025

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Papers

Invisible Watermarks Secure Synthetic Tabular Data in the Age of Generative AI

Generative AI is transforming how businesses access and use data, especially in sensitive industries where using real customer information is restricted. Synthetic tabular data, AI-generated tables th...

AI security data attribution diffusion models generative AI synthetic data tabular data watermarking

Jun 7, 2025

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How Event Cameras and Deep Learning Are Revolutionizing Non-Contact Sound Recovery

Listening Without Touch: The Future of Sound Recovery Can you recover private conversations from the vibrations of a chip bag? This concept was once limited to science fiction, but is now becoming rea...

audio analysis deep learning event cameras machine learning sound recovery surveillance synthetic data

May 20, 2025

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