PINE: Efficient Norm-Bound Verification for Secret-Shared Vectors
Secure aggregation of high-dimensional vectors is a fundamental primitive in federated statistics and learning. A two-server system such as PRIO…
Machine Learning
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Intelligent document processing using Amazon Bedrock and Anthropic Claude
Generative artificial intelligence (AI) not only empowers innovation through ideation, content creation, and enhanced customer service, but also streamlines operations…
Tips for Effectively Training Your Machine Learning Models
Image by Editor | Midjourney In machine learning projects, achieving optimal model performance requires paying attention to various steps in…
On a Neural Implementation of Brenier’s Polar Factorization
In 1991, Brenier proved a theorem that generalizes the polar decomposition for square matrices — factored as PSD ×times× unitary…
Video auto-dubbing using Amazon Translate, Amazon Bedrock, and Amazon Polly
This post is co-written with MagellanTV and Mission Cloud. Video dubbing, or content localization, is the process of replacing the…
Tips for Choosing the Right Machine Learning Course
Image by Author If you’re looking to make a career in data science, you probably know that machine learning is…
How Smooth Is Attention?
Self-attention and masked self-attention are at the heart of Transformers’ outstanding success. Still, our mathematical understanding of attention, in particular…
Improve RAG accuracy with fine-tuned embedding models on Amazon SageMaker
Retrieval Augmented Generation (RAG) is a popular paradigm that provides additional knowledge to large language models (LLMs) from an external…
5 Free YouTube Channels Dedicated to Machine Learning Education
Image by Author As a data professional, you should also know how to build predictive models with machine learning to…
Transfer Learning for Structured Pruning under Limited Task Data
This paper was accepted at the Efficient Natural Language and Speech Processing (ENLSP-III) Workshop at NeurIPS. Large, pre-trained models are…