Package: sgd 1.1.2
sgd: Stochastic Gradient Descent for Scalable Estimation
A fast and flexible set of tools for large scale estimation. It features many stochastic gradient methods, built-in models, visualization tools, automated hyperparameter tuning, model checking, interval estimation, and convergence diagnostics.
Authors:
sgd_1.1.2.tar.gz
sgd_1.1.2.zip(r-4.5)sgd_1.1.2.zip(r-4.4)sgd_1.1.2.zip(r-4.3)
sgd_1.1.2.tgz(r-4.4-x86_64)sgd_1.1.2.tgz(r-4.4-arm64)sgd_1.1.2.tgz(r-4.3-x86_64)sgd_1.1.2.tgz(r-4.3-arm64)
sgd_1.1.2.tar.gz(r-4.5-noble)sgd_1.1.2.tar.gz(r-4.4-noble)
sgd_1.1.2.tgz(r-4.4-emscripten)sgd_1.1.2.tgz(r-4.3-emscripten)
sgd.pdf |sgd.html✨
sgd/json (API)
NEWS
# Install 'sgd' in R: |
install.packages('sgd', repos = c('https://airoldilab.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/airoldilab/sgd/issues
- winequality - Wine quality data of white wine samples from Portugal
big-datadata-analysisgradient-descentstatistics
Last updated 10 months agofrom:92246a3e1d. Checks:OK: 9. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 12 2024 |
R-4.5-win-x86_64 | OK | Nov 12 2024 |
R-4.5-linux-x86_64 | OK | Nov 12 2024 |
R-4.4-win-x86_64 | OK | Nov 12 2024 |
R-4.4-mac-x86_64 | OK | Nov 12 2024 |
R-4.4-mac-aarch64 | OK | Nov 12 2024 |
R-4.3-win-x86_64 | OK | Nov 12 2024 |
R-4.3-mac-x86_64 | OK | Nov 12 2024 |
R-4.3-mac-aarch64 | OK | Nov 12 2024 |
Exports:predict_allsgd
Dependencies:BHbigmemorybigmemory.sriclicolorspacefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcppRcppArmadillorlangscalestibbleutf8uuidvctrsviridisLitewithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Extract Model Coefficients | coef.sgd |
Extract Model Fitted Values | fitted.sgd |
Plot objects of class 'sgd'. | plot.list plot.sgd |
Model Predictions | predict.sgd predict_all |
Print objects of class 'sgd'. | print.sgd |
Extract Model Residuals | residuals.sgd |
Stochastic gradient descent | sgd sgd.big.matrix sgd.formula sgd.matrix |
Wine quality data of white wine samples from Portugal | winequality |