Deutsche Bank analysts highlight the potential impact of artificial intelligence on productivity in the next 25 years. US government debt has skyrocketed since 1999, with projections showing a debt-to-GDP ratio of 160% by 2050.
Large Language Models use softmax attention, but it's computationally intensive. Linear attention offers a solution, reducing complexity to O(Nd²).
Generative AI could add $2.6-4.4 trillion in global value, with AWS seeing a surge in enterprise applications. Learn how to optimize generative AI costs on Amazon Bedrock with model selection and token usage strategies.
Guardian tests show OpenAI's ChatGPT search tool can return false/malicious results with hidden text, raising security concerns. Users warned of potential risks with new AI-powered search product.
Businesses are reducing costs by fine-tuning LLMs with PEFT techniques like LoRA. AWS's SageMaker HyperPod simplifies distributed training for efficient AI development.
New president of the Royal Society for Blind Children urges improved design of AI tech to include visually impaired individuals, highlighting discrimination concerns. Tom Pey emphasizes the need for better accessibility in video games and AI agents for blind children to prevent exclusion from technological advancements.
NVIDIA's AI Decoded series showcases how GeForce RTX GPUs and workstations are transforming productivity and creativity with AI-powered chatbots and partner applications, offering fast, secure performance locally without relying on cloud services. The latest advancements highlight how AI is changing the way people interact online, game, learn, and create, with over 1,300 TOPS of processing powe...
RLHF improves LLM training by incorporating human feedback to reduce bias and toxicity in model outputs. OpenAI's InstructGPT and ChatGPT show promising results with RLHF, enhancing truthfulness and reducing toxic output generation.
Machine learning models can provide prediction intervals to account for uncertainty in outcomes, aiding in making well-informed decisions. Conformal prediction offers insightful prediction intervals with weak theoretical guarantees, enhancing the accuracy of forecasts.
Lettria, an AWS Partner, shows integrating graphs into RAG workflows can boost answer precision by up to 35%. GraphRAG improves accuracy by capturing complex human queries and avoiding loss of context in data representation.
PydanticAI introduces an evaluation-driven approach to developing agentic applications, addressing challenges like non-determinism and LLM limitations. The framework allows for mock dependencies, enabling developers to build evaluation-driven applications efficiently.
AI images of Pope Francis embracing Madonna have gone viral, sparking controversy over the use of deepfake technology in creating AI art. The debate highlights ethical concerns surrounding the pontiff's unwitting involvement in symbolic digital creations.
New approach LEC effectively classifies content safety violations and prompt injection attacks using hidden states from intermediate Transformer layers. LEC outperforms special-purpose models and GPT-4o, offering a lightweight and efficient solution for businesses to protect against model manipulation.
Nature image datasets, with millions of photos, aid ecologists in studying behaviors and responses to climate change. Multimodal vision language models can improve image retrieval for researchers, but need more domain-specific training data for complex queries.
Frida Polli, MIT's new visiting innovation scholar, transitioned from neuroscience to entrepreneurship, co-founding successful AI company pymetrics. Polli's work led to algorithmic bias law, collaboration with Sendhil Mullainathan to bridge behavioral science and computer science at MIT.