A project using UCI Email Spam Dataset with 4,601 rows and 57 columns of predictor values. Utility program fetches test data for machine learning programs.
Quantile forecasting predicts distribution extremes for better decision-making in sectors like finance and supply chain management. Tensorflow, NeuralForecast, and Zero-shot LLMs offer advanced models for precise quantile estimates, enhancing operational efficiency.
Mixbook, the #1 rated photo book service in the US, used AWS to personalize photo book experiences with generative AI. Mixbook Smart Captions creatively interprets user photos, enhancing storytelling and making memories effortlessly.
Researchers from MIT and the MIT-IBM Watson AI Lab developed a technique to estimate the reliability of foundation models, like ChatGPT and DALL-E, before deployment. By training a set of slightly different models and assessing consistency, they can rank models based on reliability scores for various tasks.
Microsoft CTO Kevin Scott emphasizes the potential of large language model scaling laws in driving AI progress. Scott played a crucial role in the $13 billion technology-sharing deal between Microsoft and OpenAI, highlighting the impact of scaling up model size and training data on AI capabilities.
Artificial intelligence companies aim to achieve great feats, but the energy needed threatens environmental goals. Can AI's energy problem be solved in time? Hear from the Guardian's Jillian Ambrose and Alex Hern.
Dynamic programming and Monte Carlo algorithms merge in reinforcement learning. Temporal-difference algorithms combine advantages of both, updating states after n time steps.
Renée DiResta, former Stanford Internet Observatory manager, delves into online propaganda in her new book. She highlights the evolution of propaganda and its impact on society, emphasizing the need for a more accurate diagnosis of the issue.
OpenAI whistleblowers seek investigation into restrictive contracts requiring permission to contact regulators, potentially stifling concerns about the company. Non-disclosure agreements at OpenAI under scrutiny for potential repercussions on employees raising issues with federal authorities.
AI-enabled weapons are on the rise in military use, with companies like Elbit Systems leading the way in developing lethal autonomous drones. The industry is booming as defense companies showcase their advancements in AI technology for combat purposes.
Basic income pilot scheme in Ireland provides artist Elinor O’Donovan with guaranteed salary, enabling her to focus on art full-time. Guaranteed income gaining traction as a solution to impact of AI, encouraging more rewarding work.
OpenAI introduces 5-tier system to measure progress towards AGI, sparking debate on feasibility and impact. CEO Sam Altman predicts AGI within the decade, highlighting potential societal disruptions.
Neural network regression models: Use logistic-sigmoid() for constrained output, identity() for unconstrained output. Key: y' (1-y') term in output gradient.
The MIT Stephen A. Schwarzman College of Computing inaugurates new building, fostering innovation and addressing global challenges. Schwarzman's vision for advancing AI with ethical considerations leads to transformative collaboration with MIT.
Breakthrough DQN Megazord "Rainbow" combines 6 powerful variants of DQN for optimal performance in Deep Reinforcement Learning. Stoix library breaks down Rainbow components, including DQN algorithm and neural network implementation.