Validate machine learning models with 12 methods. Choose the right one to ensure accurate predictions using existing data.
Start with the problem, not the solution. Avoid forcing chatbot solutions onto problems, focus on business processes first.
Major news organizations in Canada are suing OpenAI for allegedly using their articles to train ChatGPT without permission. The lawsuit seeks punitive damages and a share of profits, demanding an injunction against future use of the articles.
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.
May loses her job to humanoid robots, undergoes experimental facial injection to evade them. Family copes with polluted environment, device addiction in a dystopian world.
Storing tree data structures as lists simplifies node location. Converting full-list to condensed index trees requires explicit child indexes.
Whitehall departments lack transparency in AI use. Concerns arise as AI affects millions of lives, with examples in DWP and Home Office.
Dogs prefer to poop facing North-South. Learn how to measure this at home using a compass app and Bayesian statistics. Researcher replicates study with own dog, capturing over 150 "alignment sessions."
Agentic AI combines specialized agents for enhanced capabilities. Major players like Microsoft and Google are investing heavily in agentic AI research.
LLMs.txt is a new web standard optimized for reasoning engines, gaining rapid adoption thanks to Mintlify's support. Co-founder Jeremy Howard proposed LLMs.txt to help AI systems understand website content more efficiently.
Senate recommends standalone AI legislation & protections for creative workers. Amazon, Google, Meta criticized for vagueness on Australian data use in AI training.
Hallucinations in large language models (LLMs) pose risks in production applications, but strategies like RAG and Amazon Bedrock Guardrails can enhance factual accuracy and reliability. Amazon Bedrock Agents offer dynamic hallucination detection for customizable, adaptable workflows without restructuring the entire process.
Spines startup faces backlash for using AI to edit and distribute books for $1,200-$5,000. Critics question quality and impact on traditional publishing.
Implemented AdaBoost regression from scratch in C#, using k-nearest neighbors instead of decision trees. Explored original AdaBoost. R2 algorithm by Drucker, creating a unique implementation without recursion.