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Bayesian Opt
DFO
derivative-free optimization methodsLLMs
MAD
all things ML, AI, and DataNetwork science
methods, data, theories, applicationsNeuroscience
complex systems, statistical inference, computational topologyOpt
signal processing, sampling, proximal algorithms, recursive methodsSSMs
Stars
Large Concept Models: Language modeling in a sentence representation space
Linear solvers in JAX and Equinox. https://docs.kidger.site/lineax
Torch modules that wrap blackbox combinatorial solvers according to the method presented in "Differentiating Blackbox Combinatorial Solvers"
Fast hyperparameter settings for non-smooth estimators:
Python Library for Generalized Gaussian Process Modeling
Large scale and asynchronous Hyperparameter and Architecture Optimization at your fingertips.
Code for A General Recipe for Likelihood-free Bayesian Optimization, ICML 2022
NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
Scientific Machine Learning class at CU Boulder, Fall 2024
Optimal transport tools implemented with the JAX framework, to solve large scale matching problems of any flavor.
Code for 'LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders'
Python-based Derivative-Free Optimization with Bound Constraints
Python-based Derivative-Free Optimizer for Least-Squares
Python solver for large-scale nonlinear least-squares minimization without derivatives
Implementation of direct search for derivative-free optimization
BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.
Representation Engineering: A Top-Down Approach to AI Transparency
MTEB: Massive Text Embedding Benchmark
the AI-native open-source embedding database
Code repository for the paper - "Matryoshka Representation Learning"
Benchmarks of approximate nearest neighbor libraries in Python