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adam-optimizer

Implemented Adam optimizer in python

adawhatever

MATLAB implementation of AdaGrad, Adam, Adamax, Adadelta etc.

aipod

Pytorch implementation of AiPOD and E-AiPOD.

auc_mu

Code for AUC Mu

awesome-architecture-search

A curated list of awesome architecture search resources

awesome-chatgpt-prompts

This repo includes ChatGPT prompt curation to use ChatGPT better.

bayesian-optimization

Python code for bayesian optimization using Gaussian processes

bayesianoptimization

A Python implementation of global optimization with gaussian processes.

biglasso

Bilevel Learning of the Group Lasso Structure

bilevel-penalty

black-box-prompt-learning

Source code for the TMLR paper "Black-Box Prompt Learning for Pre-trained Language Models"

black-box-tuning

ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models

ccf-deadlines

⏰ CCF recommendation conference Deadline Countdowns / Please star this project, thanks~

cluster

代码实现所有数据集的K-means，FCM，谱聚类，DBSCAN，AP（AffinityPropagation），DPC聚类算法比较

clustering_algorithms

Matlab implementation of: 1) main clustering algorithms: Mixture Of Gaussian GM with Expectation Maximization, Kmean (special case of GM), Kmedoids (another variant of Kmeans). 2) Evaluation metrics: Average Silhouette and Adjusted Rand Index.

complete-random-forest-implementation

Complete Implementation of Decision Trees and Random Forests using only NumPy

d_psgd

Decentralized Parallel Stochastic Gradient Descent

darts

Differentiable architecture search for convolutional and recurrent networks

decentralized-stochastic-optimization

deep-ordinal-classification-with-inequality-constraints

Code for the paper `Deep Ordinal Classification with Inequality Constraints`.

deeplearning-models

A collection of various deep learning architectures, models, and tips

doing_the_phd

elasticnetminimizer

Solving elastic net minimization using subgradient descent, proximal gradient, and stochastic gradient descent

faceswap-deepfake-pytorch

Faceswap with Pytorch or DeepFake with Pytorch

fashion-mnist

A MNIST-like fashion product database. Benchmark :point_down:

fast-bat

[ICML22] "Revisiting and Advancing Fast Adversarial Training through the Lens of Bi-level Optimization" by Yihua Zhang*, Guanhua Zhang*, Prashant Khanduri, Mingyi Hong, Shiyu Chang, and Sijia Liu

few-shot-ssl-public

Meta Learning for Semi-Supervised Few-Shot Classification

franke_wolfe

A Numpy/Scipy implementation of the Franke Wolfe constrained optimization methodology.

group_lasso

guided-evolutionary-strategies

Guided Evolutionary Strategies