Repositories list

• Capstone-Scripps

  Public
  Collaboration of UCSB Data Science Capstone students and CalCOFI to generate RShiny App for visualizing CalCOFI marine mammal visual observations and eDNA detections

  Jupyter Notebook

  •

  MIT License

  •0•2•0•0•Updated Jun 10, 2024Jun 10, 2024

• capstone-CCBER

  Public
  UCSB Data Science Capstone: CCBER 2024

  Jupyter Notebook

  •0•4•0•0•Updated Jun 5, 2024Jun 5, 2024

• capstone-SLAC

  Public
  Jupyter Notebook

  •0•0•0•1•Updated Jun 5, 2024Jun 5, 2024

• pstat197a

  Public
  R

  •0•1•0•0•Updated May 29, 2024May 29, 2024

• vignette-XGBoost

  Public
  XGBoost in R and application on fraud detection

  HTML

  •0•0•0•0•Updated Apr 5, 2024Apr 5, 2024

• vignette-RandomForest

  Public
  Vignette on implementing Random Forest using hotel reservation data - Group 3

  HTML

  •2•0•0•0•Updated Dec 14, 2023Dec 14, 2023

• Vignette-Random-Forests

  Public
  Introduction and Implementation of Random Forest Models

  performance-metricshyperparametersdecision-trees+ 5bootstrappingk-fold-cross-validationimpurityensemble-methodimportance-scores

  HTML

  •1•0•0•0•Updated Dec 14, 2023Dec 14, 2023

• Vignette-of-Binary-Classification

  Public
  Binary Classification in R and application to classify patients with diabetes

  bootstrappreprocessingbinary-classification+ 1random-forest-classifier

  HTML

  •0•0•0•0•Updated Dec 14, 2023Dec 14, 2023

• vignette-bootstrapping

  Public
  Vignette on bootstrapping and applications in machine learning.

  bootstrapmachine-learningbagging

  HTML

  •0•0•0•0•Updated Dec 14, 2023Dec 14, 2023

• vignette-anomaly-detection

  Public
  HTML

  •1•0•0•0•Updated Dec 14, 2023Dec 14, 2023

• vignette-SVM-XGBoost

  Public
  Final Project-- Lu Liu, Haoran Yan, Shuai Yuan, Irena Wong

  HTML

  •0•0•0•0•Updated Dec 14, 2023Dec 14, 2023

• vignette-geospatialDataStructure

  Public
  HTML

  •0•1•0•0•Updated Dec 14, 2023Dec 14, 2023

• vignette-tsforecasting

  Public
  Vignette on implementing time series analysis on Gas Price data

  HTML

  •0•0•0•0•Updated Dec 13, 2023Dec 13, 2023

• vignette-group5

  Public
  Kaitlyn Lee, Sanaz Ebrahimi, Yoobin Won, Aron Ma, Dylan Fu

  HTML

  •0•0•0•0•Updated Dec 13, 2023Dec 13, 2023

• vignette-group10-RNN

  Public
  Ashwath Ekambaram, Rohit Kavuluru, Aarya Kulkarni

  HTML

  •0•0•0•0•Updated Dec 13, 2023Dec 13, 2023

• vignette-super-resolution

  Public
  Construct an Efficient Sub-Pixel Convolutional Neural Network in Python for Image Super Resolution

  machine-learningconvolutional-neural-networkpytorch+ 1super-resolution

  Jupyter Notebook

  •0•0•0•0•Updated Dec 13, 2023Dec 13, 2023

• vignette-regression-shrinkage-methods

  Public
  Using the Hitters dataset, the study investigates the impact of Ridge and Lasso regression in handling multicollinearity and variable selection. The process involves data exploration, tidying, and the implementation of both Ridge and Lasso regression models.

  HTML

  •0•0•0•0•Updated Dec 12, 2023Dec 12, 2023

• vignette-clustering-methods

  Public
  Hierarchical and K-Means Clustering in R and application to California housing data

  hierarchical-clusteringclustering-methodsk-means-clustering

  HTML

  •0•2•0•0•Updated Dec 12, 2023Dec 12, 2023

• vignette-db-config

  Public
  Creating SQL databases and writing queries in R.

  queriessqldatabases+ 2knn-classificationxgboost-classifier

  HTML

  •1•0•0•0•Updated Dec 11, 2023Dec 11, 2023

• FinalProject

  Public template
  0•0•0•0•Updated Nov 27, 2023Nov 27, 2023

• Module2

  Public template
  JavaScript

  •

  GNU General Public License v2.0

  •0•0•0•0•Updated Nov 13, 2023Nov 13, 2023

• Module1

  Public template
  JavaScript

  •

  GNU General Public License v3.0

  •0•0•0•0•Updated Oct 30, 2023Oct 30, 2023

• group-sandbox-team1-section1

  Public
  group-sandbox-team1-section1 created by GitHub Classroom

  0•1•0•0•Updated Oct 18, 2023Oct 18, 2023

• Module0

  Public template
  JavaScript

  •0•0•0•0•Updated Oct 18, 2023Oct 18, 2023

• group-sandbox-group-sandbox-team11-section2

  Public
  group-sandbox-group-sandbox-team11-section2 created by GitHub Classroom

  0•0•0•0•Updated Oct 17, 2023Oct 17, 2023

• group-sandbox-team6-section2

  Public
  group-sandbox-team6-section2 created by GitHub Classroom

  0•0•0•0•Updated Oct 17, 2023Oct 17, 2023

• group-sandbox-team2-section3

  Public
  group-sandbox-team2-section3 created by GitHub Classroom

  2•0•0•0•Updated Oct 17, 2023Oct 17, 2023

• group-sandbox-team10-section1

  Public
  group-sandbox-team10-section1 created by GitHub Classroom

  2•0•0•0•Updated Oct 17, 2023Oct 17, 2023

• group-sandbox-team-14-section-2

  Public
  group-sandbox-team-14-section-2 created by GitHub Classroom

  0•0•0•0•Updated Oct 17, 2023Oct 17, 2023

• group-sandbox-team12-section2

  Public
  group-sandbox-team12-section2 created by GitHub Classroom

  0•0•0•0•Updated Oct 16, 2023Oct 16, 2023