Optimization

📊 Optimization

Gradient Descent, Convex Optimization, Stochastic Methods, Loss Functions

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Multilevel Stochastic Gradient Descent for Risk-Averse PDE-Constrained Optimization

 🎯Optimization Theory  Content type: Academic
arxiv.org·

**PyTorch Stochastic Gradient Optimization Technique**

 🧠Neural Networks
sitepoint.com·

Machine learning from scratch, what to build before using scikit-learn

 🤖AI  Content type: Tutorial
iwtlp.com··DEV

Optuna: Smarter Hyperparameter Optimization Beyond Grid Search.

 ∂Automatic Differentiation  Content type: Blog
medium.com
·

ml-from-scratch-book/code: Companion code for Machine Learning From Scratch — 10 core ML algorithms built from scratch with NumPy, compared with Scikit-learn and PyTorch.

 📈Statistical Learning  Content type: Code
github.com··Hacker News

Backpropagation Without the Magic: A First-Principles Derivation

 🤖AI  Content type: Blog
medium.com
·

Discrete Diffusion Modelling by Estimating the Ratios of the Data Distribution

 🧠Neural Networks  Content type: News  Content type: Blog
leetarxiv.substack.com··Substack, r/programming

Gradient-informed Hamiltonian Monte Carlo for multicomponent CALPHAD model optimization and uncertainty quantification

 🌀Hamiltonian Mechanics  Content type: Academic
sciencedirect.com·

RelationalAI closes the AI value gap with new agentic decision intelligence capabilities for the Snowflake AI Data Cloud

 ∂Automatic Differentiation
relational.ai·

Burt! This bloke won’t Kaggle!

 🧠Neural Networks
forbetterscience.com·

Train Models Faster with JAX and MaxText Using NVFP4 on NVIDIA Blackwell

 ∂Automatic Differentiation  Content type: News  Content type: Blog
developer.nvidia.com·

Day 45: Activation Functions and Loss Functions — Helping Neural Networks Learn Effectively

 🧠Neural Networks  Content type: Blog
medium.com
·

LLM are universal simulators

 🗣️Large Language Models
invertedpassion.com··Hacker News

Gram Newton-Schulz: A Fast, Hardware-Aware Newton-Schulz Algorithm for Muon

 📐Linear Algebra  Content type: Blog
tridao.me··Hacker News

Learning Fuzzy Logic: Automatic Rule Discovery Through Differentiable Circuits

 🎯Optimization Theory
metafunctor.com··DEV

Importance-Aware Scheduling for High-Dimensional Hyperparameter Optimization

 🎯Optimization Theory  Content type: Academic
arxiv.org·

Welcome to Machine Learning With Manya: The Ultimate Adventure Map!

 🤖AI  Content type: Blog
medium.com·

Sakana AI's Recursive Self-Improvement (RSI) Lab

 🤖AI
sakana.ai··Hacker News

From SGD to Muon: An Incremental Tutorial (Fable-5)

 📐Linear Algebra  Content type: Blog
sankalp.bearblog.dev·

The sample efficiency black hole

 🗣️Large Language Models  Content type: News
dwarkesh.com··Hacker News

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