Chronos-Bolt in AutoGluon-TimeSeries offers faster zero-shot forecasting than traditional models, outperforming statistical and deep learning baselines. Based on T5 architecture, it's 250x faster and 20x more memory-efficient than original Chronos models, delivering accurate predictions.
Generate synthetic data for machine learning regression using a neural network with specified parameters. Simplify complex data generation with a customizable function in C#.
Learn how to use network science and Python to map out the connections between characters in the popular show Arcane from League of Legends universe on Netflix. By scraping character data and visualizing the network, you can apply these skills to any complex system beyond just the Arcane series.
MIT scientists develop photonic chip for deep neural network computations, achieving high speed and accuracy. The chip could revolutionize deep learning for applications like lidar and high-speed telecommunications.
Marietje Schaake discusses the unprecedented power of big tech in her new book. She highlights how tech companies' influence spans across various sectors, unlike previous monopolies.
Validate machine learning models with 12 methods. Choose the right one to ensure accurate predictions using existing data.
MIT Associate Professor Catherine D’Ignazio applies data to social issues, empowering citizens with data-driven arguments. Her work on feminicide led to innovative AI tools and a book, "Counting Feminicide," raising awareness globally.
Developers at re:Invent 2024 face unique challenges of physical AWS DeepRacer racing. Transition from virtual to physical racing poses a significant challenge due to differences in environments and car capabilities.
DER SPIEGEL enhances news recommendations using Large Language Models (LLMs) for accurate predictions. Results show LLMs achieve 56% Precision@5, outperforming random recommendations.
Concerns grow over environmental impacts of Large Language Models (LLMs). Example: Llama 3.1 405B by Meta requires massive resources, emits tons of CO2. OpenAI faces financial strain with inference costs nearly matching total revenue.
Cohere releases Rerank 3.5 via Rerank API on Amazon Bedrock, enhancing search relevance and content ranking capabilities for AWS customers. Reranking technology improves search results by analyzing semantic meaning, user intent, and business rules, benefiting ecommerce platforms and global organizations across various sectors.
ChatGPT surpasses scientists, raising concerns about AI's future. Drew Breunig categorizes AI into gods, interns, and cogs, highlighting potential existential threats.
Start with the problem, not the solution. Avoid forcing chatbot solutions onto problems, focus on business processes first.
Open Food Facts uses Machine Learning to enhance its food database by reducing unrecognized ingredients, improving data accuracy. The project showcases the success of creating a custom model, outperforming existing solutions by 11%.
Multimodal embeddings merge text and image data into a single model, enabling cross-modal applications like image captioning and content moderation. CLIP aligns text and image representations for 0-shot image classification, showcasing the power of shared embedding spaces.