MIT researchers introduce new approach to improve uncertainty estimates in machine-learning models, providing more accurate and efficient results. The scalable technique, IF-COMP, helps users determine when to trust model predictions, especially in high-stakes scenarios like healthcare.
LightGBM, a powerful tree-based system, offers binary classification and more. Demo program showcases Python API for predicting gender from age, income, and political leaning.
Satellite density in Earth's orbit is rising, with 2,877 satellites launched in 2023, leading to new global-scale technologies. MIT ARCLab Prize for AI Innovation in Space winners announced, focusing on characterizing satellites' behavior patterns with AI.
RAG enhances large language models with external data for better context. Fine-tuning embedding models in specific domains boosts RAG accuracy.
Explore GloVe word embeddings with EDA techniques like clustering and PCA. Uncover surprising biases and insights in the dataset.
Learn about Metadynamics and PLUMED in computational chemistry. Explore advanced sampling methods to study rare events and slow processes in molecular systems.
AMD to acquire Finnish AI startup Silo AI for $665 million, aiming to boost AI services and compete with Nvidia. Silo's team will develop large language models, enhancing chatbots like OpenAI's ChatGPT and Google's Gemini.
AI technologies are fueling a surge in deepfake pornography, a form of image-based sexual abuse. The government must take action to address the rising cases and protect victims from this disturbing trend.
The "MEDUSA: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads" paper introduces speculative decoding to speed up Large Language Models, achieving a 2x-3x speedup on existing hardware. By appending multiple decoding heads to the model, Medusa can predict multiple tokens in one forward pass, improving efficiency and customer experience for LLMs.
Anthropic Claude on Amazon Bedrock allows fine-tuning for task-specific performance, offering advantages for enterprises seeking customized AI solutions. Fine-tuning Anthropic Claude 3 Haiku in Amazon Bedrock provides improved performance with reduced costs and latency, enabling businesses to meet specific goals efficiently.
Amazon Bedrock's Knowledge Bases offer new features like advanced parsing to improve accuracy in RAG workflows. Parsing complex documents with FMs leads to better understanding and extraction of information, enhancing adaptability and entity extraction.
Russian disinformation about Ukrainian president's wife buying Bugatti with aid money went viral. Fake news spread on X and Google, originating from unknown French site.
Microsoft withdraws observer seat on OpenAI board, blocking Apple from similar role amid AI startup scrutiny. Largest backer of ChatGPT developer takes immediate action, as reported by Financial Times.
Amazon SageMaker introduces inference optimization toolkit for faster, cost-effective generative AI model optimization. Achieve up to 2x higher throughput and 50% cost reduction with techniques like speculative decoding and quantization.
Delta Lake is an abstraction layer on top of Parquet storage, offering ACID transactions and Time Travel. Consistency in Delta Lake is ensured through Delta Transaction Logs, addressing challenges of immutability and decoupled layers.