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Machine Learning
Machine learning is a subfield of artificial intelligence that focuses on designing algorithms and statistical models which enable computers to perform tasks without explicit instructions, instead relying on patterns and inference. This includes areas like supervised learning, unsupervised learning, reinforcement learning, and deep learning.
Key Concepts
- Supervised Learning: Training machine learning models with labeled data.
- Unsupervised Learning: Finding hidden patterns or intrinsic structures in input data.
- Reinforcement Learning: Agents taking actions based on feedback from the environment to maximize a cumulative reward.
- Deep Learning: Neural networks that are composed of many layers and can learn complex features from raw inputs.
Recent Advances
- AI-Powered Transformer Training on Vintage Hardware: In an unconventional development, researchers have successfully trained transformer models on outdated hardware, demonstrating the potential for cost-effective AI solutions.
- AI Expert Harper: An AI expert with 10 years of experience in AI and machine learning, Harper holds two degrees from Stanford in Computer Science, focusing on AI. She previously worked at Meta (formerly Facebook) for four years as a founding engineer, building machine learning systems, and was acquired by NVIDIA. She now teaches AI and related topics.
Related Notes
- 2026 04 14 Ai fundamentals and privacy
Source Notes
- 2026-04-14: # Reinforcement learning - locally --- --- Matthew Berman https://www.youtube.com/watch?v=9t-BAjzBWj8 Here is a detailed summary of the video tutorial on setting up and running local Reinforcement Learning (RL) using Nvidia and Unsloth. # Tutorial: Running Reinforcement Le (Reinforcement learning - locally)
- 2026-04-14: # Your AI Workflow -deep Think Mode --- --- https://www.youtube.com/watch?v=MBW24z4yxPY This video provides a detailed overview of Google’s latest AI updates, focusing on new features and enhancements across various platforms like Gemini, Google Search, and NotebookLM, inc (Your AI Workflow -deep Think Mode)