Linear regression is basic but struggles with non-linear data; quadratic regression extends it to handle complexity. A C# demo showcases quadratic regression accuracy, using synthetic data and neural network generation.
Mistral AI's Voxtral models combine text and audio processing in one framework, with variants optimized for different use cases. These models, hosted on Amazon SageMaker using vLLM and BYOC, offer advanced audio understanding and function calling capabilities for various applications.
Spotify investigates data scraping by Anna’s Archive with 700m users. Leak could benefit AI companies.
Organizations are seeking efficient AI prompting methods to balance quality, cost, and latency. Chain-of-Draft (CoD) offers a more efficient alternative to traditional prompting, reducing token usage by up to 75% and latency by over 78% while maintaining accuracy levels.
Predictive maintenance uses sensors and analytics to predict machine failures, demonstrated by Amazon using Foundation Models. The solution enhances efficiency and can be customized for various industries, reducing downtime and maximizing performance.
OpenAI launches GPT-5.2, achieving top scores on industry benchmarks with NVIDIA infrastructure. NVIDIA's advanced systems drive down costs and accelerate AI model development, leading to groundbreaking performance gains.
Voice generating bots are aiding extremist groups like neo-Nazis and the Islamic State in spreading ideology online. Experts warn that AI tools are evolving digital propaganda strategies, posing a new threat in the fight against terrorism.
Investment in global data center market hits record $61bn in 2021 amid AI boom, with no signs of slowing down, says S&P Global report. Analysts foresee continued construction frenzy to meet insatiable demand from AI companies, projecting $60.8bn investment by 2024.
Naive decision tree regression models overfit training data. Bagging and random forest techniques combat overfitting by using subsets for training.
Tech companies benefit from AI, but society pays the cost with massive carbon emissions equal to NYC's. Research shows AI's environmental impact surpasses global bottled-water demand.
AI accelerates ML development by determining techniques, generating code, and tuning hyperparameters, cutting model creation time significantly. AI may increase data science efficiency, but impact entry-level positions, while generating creative outputs like a steampunk car.
Misinformation fueled by AI spread after the Bondi beach terror attack, blurring fact and fiction. False details included claims of a psyop, IDF involvement, crisis actors, and mistaken identities.
Equity members reject AI use in arts, refuse digital scanning to protect likeness. 99% vote against AI unless protections are guaranteed.
AI Security Institute report reveals UK citizens frequently use general purpose AI assistants like ChatGPT & Amazon Alexa for emotional support. 1 in 10 utilize chatbots for emotional purposes weekly, with 4% using them daily, as per AISI.
MIT CSAIL researchers found that short-term guidance can significantly enhance the performance of previously deemed "ineffective" neural networks by aligning internal representations. Unlike knowledge distillation, guidance transfers structural knowledge directly, leveraging untrained networks' architectural biases for effective learning.