Willow Ventures

Securing private data at scale with differentially private partition selection | Insights by Willow Ventures

Securing private data at scale with differentially private partition selection | Insights by Willow Ventures

Unlocking the Power of Large Datasets for AI and Machine Learning Large, user-based datasets are crucial for advancing artificial intelligence (AI) and machine learning (ML) models. They enhance user experiences through improved services, precise predictions, and tailored interactions. However, leveraging these datasets also brings challenges, particularly concerning data privacy. The Importance of Collaborating on Datasets […]

A New MIT Study Shows Reinforcement Learning Minimizes Catastrophic Forgetting Compared to Supervised Fine-Tuning | Insights by Willow Ventures

A New MIT Study Shows Reinforcement Learning Minimizes Catastrophic Forgetting Compared to Supervised Fine-Tuning | Insights by Willow Ventures

Understanding Catastrophic Forgetting in Foundation Models In the realm of artificial intelligence, foundation models are transforming how tasks across multiple domains are approached. However, a significant challenge known as catastrophic forgetting limits their ability to retain previously acquired skills when fine-tuned for new tasks. What is Catastrophic Forgetting? Catastrophic forgetting refers to the phenomenon whereby […]

The tech behind YouTube real-time generative AI effects | Insights by Willow Ventures

The tech behind YouTube real-time generative AI effects | Insights by Willow Ventures

The Teacher-Student Model in AI: A Deep Dive In the realm of artificial intelligence, particularly in the creation of generative models, the teacher-student model is an essential framework. This approach, rooted in knowledge distillation, enhances real-time performance and enables efficient visual effect generation. The Role of the Teacher Model The “teacher” in this configuration is […]

See How They Achieved 369% ROI | Insights by Willow Ventures

Vinomofo: Revolutionizing Wine Retail with Personalization Vinomofo is an Australian wine retailer that has captured the hearts of wine enthusiasts with its unique personality and expertly curated wine deals. Rooted in community, convenience, and quality, Vinomofo rapidly grew its loyal customer base. However, as the business expanded, it encountered significant challenges in maintaining meaningful relationships […]

Meet ARGUS: A Scalable AI Framework for Training Large Recommender Transformers to One Billion Parameters | Insights by Willow Ventures

Yandex Unveils ARGUS: A Game-Changer in Recommender Systems Yandex has launched ARGUS (AutoRegressive Generative User Sequential modeling), a cutting-edge transformer-based framework for recommender systems that boasts scalability of up to one billion parameters. This innovation positions Yandex alongside global tech giants like Google, Netflix, and Meta, who have successfully navigated the technical challenges of scaling […]

England vs. Andorra: Livestream World Cup 2026 Qualifier Soccer From Anywhere for Free | Insights by Willow Ventures

How to Stream England vs. Andorra: World Cup 2026 Qualifiers England is gearing up for a crucial World Cup 2026 qualifier against Andorra on Saturday at Villa Park, Birmingham. With a perfect record so far, they’ll aim to maintain momentum in this Group K clash. Below, we explore the best methods for streaming this match […]

Proven CRM Data Cleaning Tactics That Boost Sales | Insights by Willow Ventures

Understanding CRM Data Cleansing CRM data cleansing is an essential process that involves identifying and correcting inaccuracies, incomplete entries, duplicate records, and outdated information in your Customer Relationship Management (CRM) system. This practice is crucial for maintaining the integrity of your data and ensuring your business operations run smoothly. Why Is CRM Data Quality Important? […]

A scalable framework for evaluating health language models | Insights by Willow Ventures

Understanding Generative AI: Revolutionizing Technology and Creativity What is Generative AI? Generative AI refers to a class of artificial intelligence that creates new content, whether it be text, images, or even music. Unlike traditional AI models that analyze and categorize existing data, generative AI actively generates new outputs based on learned patterns. This innovative technology […]

Google DeepMind Finds a Fundamental Bug in RAG: Embedding Limits Break Retrieval at Scale | Insights by Willow Ventures

Understanding the Limitations of Retrieval-Augmented Generation Systems Retrieval-Augmented Generation (RAG) systems heavily utilize dense embedding models that translate queries and documents into fixed-dimensional vector spaces. This technique has become standard in many AI applications. However, recent research from Google DeepMind has highlighted a fundamental architectural limitation in these systems that cannot be addressed simply through […]

Waymo Is Expanding to Denver and Seattle. Everything to Know About the Robotaxi | Insights by Willow Ventures

Self-Driving Cars: The Autonomy Revolution Once relegated to the realm of science fiction, self-driving cars are becoming a tangible reality. Companies like Waymo, the autonomous branch of Alphabet, are leading the charge by expanding their services into new cities. Waymo’s Expansion Plans Recently, Waymo announced its plans to launch in Denver this upcoming fall, aiming […]

Key Trends, Data & Insights to Boost Conversions | Insights by Willow Ventures

Lead generation is changing as a result of artificial intelligence. Businesses are employing AI to favor quality over quantity, from predictive analytics that predict purchasing behavior to AI-driven lead scoring that gives priority to high-value prospects. E-commerce companies are also using AI to recommend upsells at the point of sale, increasing conversions without spending more […]

How to keep your emails out of the spam folder | Insights by Willow Ventures

Back in 2003, I was working with my first big consulting client, Hasbro. (Yes, that Hasbro. And yes, it was as fun as you’d imagine.) Sitting on my desk at the time — dog-eared, tea-stained, salsa-splotched — was a multi-page document I treated like sacred scripture: the spam trigger word list.

How Google’s AI can help transform health professions education | Insights by Willow Ventures

Acknowledgements The research described here is a joint effort across Google Research, Google for Health, Google DeepMind, and partnering teams. The following researchers contributed to this work: Kevin McKee, Dan Gillick, Irina Jurenka, Markus Kunesch, Kaiz Alarakyia, Miriam Schneider, Jenn Sturgeon, Maggie Shiels, Amy Wang, Roma Ruparel, Anna Iurchenko, Mahvish Nagda, Julie Anne Séguin, Divya […]

What is OLMoASR and How Does It Compare to OpenAI’s Whisper in Speech Recognition? | Insights by Willow Ventures

The Allen Institute for AI (AI2) has released OLMoASR, a suite of open automatic speech recognition (ASR) models that rival closed-source systems such as OpenAI’s Whisper. Beyond just releasing model weights, AI2 has published training data identifiers, filtering steps, training recipes, and benchmark scripts—an unusually transparent move in the ASR space. This makes OLMoASR one […]