---
date: '2024-02-07'
description: and learning machine
id: Machine learning
modified: 2026-06-05 15:08:04 GMT-04:00
tags:
  - ml
  - sapling
title: Machine learning
created: '2024-02-07'
published: '2024-02-07'
pageLayout: default
slug: thoughts/Machine-learning
permalink: https://aarnphm.xyz/thoughts/Machine-learning.md
generator:
  quartz: v4.6.0
  hostedProvider: Cloudflare
  baseUrl: aarnphm.xyz
full: https://aarnphm.xyz/llms-full.txt
---
Learn patterns from distributions and make useful predictions based on assigned-objectives.

Generally [[thoughts/AGI|AI]] $\subset$ <ref slug="tags/ml"> $\subset$ [[thoughts/deep learning|DL]]

Some main exploration:

- [[thoughts/Transformers|Transformers]]
  - [[thoughts/LLMs|Large language models]]
- [[thoughts/NLP]]
- [[thoughts/Bayesian Neural Network]]
- [[thoughts/university/twenty-four-twenty-five/sfwr-4ml3/Convolutional Neural Network|CNN]]
- [[thoughts/Logistic regression]]
- [[thoughts/optimization|Optimization]]
  - [[thoughts/gradient descent]]
  - hyperparameter tuning
- [[thoughts/ensemble learning]]
- Recommender systems
- [[thoughts/Reinforcement learning]]
  - Q-learning
  - Policy Gradient
  - [[thoughts/Monte-Carlo|Monte-Carlo]] Tree Search
- Generative Models
  - GAN
  - VAE
- [[thoughts/autoencoders|Autoencoder]]
  - [[thoughts/sparse autoencoder]]
  - [[thoughts/sparse crosscoders]]
- Supervised Q-learning
- [[thoughts/Low-rank adapters]]
- Transfer learning
  - [[thoughts/knowledge distillation]]

Fields

- [[thoughts/mechanistic interpretability]]
- [[thoughts/pre-training]]

Related:

- [[tags/linalg]].
- [[thoughts/Automatic Differentiation|autograd]]
- [[thoughts/university/twenty-four-twenty-five/sfwr-4ml3/midterm|supervised machine learning]].