deep learning

the one with all the books I should read.

Language as a public tool to understand the private life. important to our self-knowledge ⇒ emphasise through reading books. communication. Notably through the work of “Philosophical Investigations” by Ludwig Wittgenstein Concept of “language-game” The idea that each of us construct a pictures that we see the world through language.

Detects pattern within data and use it to make useful prediction. Generally AI \subset ML \subset DL Some main exploration: Transformers Large language models NLP CNN Logistic regression Optimization gradient descent hyperparameter tuning ensemble learning Recommender systems Reinforcement learning Q-learning Policy Gradient Monte-Carlo Tree Search Generative Models GAN VAE Autoencoder sparse autoencoder sparse crosscoders Supervised Q-learning Low-rank adapters Fields mechanistic interpretability Related: linear algebra.