Blog Posts | Joshua Berkowitz

46 Articles

github × machine learning ×

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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Scaling Laws Unveiled: The Mathematical Blueprint Behind Smarter, Cheaper AI Models

Training a state-of-the-art language model can cost tens of millions of dollars and months of computation time, not to mention the expertise needed for development. Yet until now, researchers have bee...

AI Chinchilla deep learning GPT-3 language models machine learning neural networks optimization principal component analysis scaling laws statistical methodology

Sep 20, 2025

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Hugging Face’s FinePDFs Dataset For AI Training

AI research has long relied on web-scraped content, but Hugging Face’s FinePDFs dataset is set to change the landscape. By sourcing over 475 million documents directly from PDFs, often considered too ...

AI data engineering datasets Hugging Face language models machine learning open source PDF

Sep 19, 2025

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Local AI Models Are Assiting Software Development in VS Code

AI is no longer just a futuristic add-on for software development, it is rapidly becoming a core part of the developer workflow. The latest evolution? Local AI models that run directly on your own dev...

AI development code assistants developer tools local models machine learning privacy software engineering

Sep 19, 2025

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Lance: The Columnar Data Format Transforming Machine Learning Workflows

Multimodal data management has become one of the most critical bottlenecks in machine learning and artificial intelligence. While the world generates increasingly complex multimodal datasets combining...

AI data format LanceDB machine learning multimodal open source Python Rust vector search

Sep 14, 2025

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Github Repos

Neural Networks Are Transforming 3D Rendering: Inside Microsoft's RenderFormer

3D rendering powers our most captivating digital experiences, from blockbuster movies to cutting-edge virtual reality. Traditionally, this field has relied on physics-based methods to recreate the int...

3D rendering AI research computer graphics deep learning machine learning neural networks RenderFormer SIGGRAPH

Sep 11, 2025

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Microsoft VibeVoice: Long-Form Conversational Speech Synthesis

Few technologies capture the imagination quite like text-to-speech synthesis. While we've seen remarkable progress in generating natural-sounding speech for short sequences, a significant frontier has...

artificial intelligence conversational AI machine learning microsoft research open source speech synthesis text-to-speech

Sep 10, 2025

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Github Repos

Universal Deep Research: A User-Programmable Deep Research Agent

Universal Deep Research (UDR) is a research prototype from NVIDIA Research that fundamentally rethinks how deep research agents work. Instead of hard-coding a fixed search-and-synthesis loop around on...

artificial intelligence machine learning natural language processing research agents

Sep 7, 2025

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Microsoft's Project Ire Is Reshaping Autonomous Malware Detection at Scale

We may be entering a cybersecurity landscape where intelligent AI agents autonomously detect and classify software threats with no human intervention required. This is quickly becoming reality with Pr...

AI security autonomous systems cybersecurity machine learning malware detection Microsoft Defender reverse engineering

Sep 6, 2025

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Train a Reasoning LLM in 48 Hours with NVIDIA NeMo

Could you create a powerful reasoning language model in just two days, using only a single GPU? Thanks to NVIDIA’s latest innovations, this feat is now within reach for researchers and developers ever...

AI dataset language models LLM machine learning NVIDIA NeMo reasoning

Aug 28, 2025

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MIT's CodeSteer Helps Language Models Outsmart Complex Problems

Large language models (LLMs) have dramatically changed our relationship with AI, offering impressive fluency in language understanding and generation. Yet, when these models confront tasks that demand...

AI coaching algorithmic tasks artificial intelligence code generation large language models machine learning MIT research symbolic reasoning

Aug 3, 2025

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Transforming Personal Health Tracking with Apple HealthKit and Databricks

What if you could harness the power of your personal health data to make smarter, more impactful decisions about your well-being without doctor visits? Thanks to the combination of Apple HealthKit ...

Apple HealthKit dashboards data analytics Databricks ETL pipelines fitness tracking health data machine learning

Jul 29, 2025

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