79 Open Source Cross Validation Software Projects
Free and open source cross validation code projects including engines, APIs, generators, and tools.
Iterative Stratification 623 ⭐
scikit-learn cross validators for iterative stratification of multilabel data
Cynthiakoopman Network Intrusion Detection 145 ⭐
Machine Learning with the NSL-KDD dataset for Network Intrusion Detection
Loo 116 ⭐
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
Neuropredict 88 ⭐
Easy and comprehensive assessment of predictive power, with support for neuroimaging features
Hcrystalball 136 ⭐
A library that unifies the API for most commonly used libraries and modeling techniques for time-series forecasting in the Python ecosystem.
Pytorch Utils 69 ⭐
Useful functions to work with PyTorch. At the moment, there is a function to work with cross validation and kernels visualization.
Superlearner Guide 36 ⭐
SuperLearner guide: fitting models, ensembling, prediction, hyperparameters, parallelization, timing, feature selection, etc.
Resamplr 35 ⭐
R package cross-validation, bootstrap, permutation, and rolling window resampling techniques for the tidyverse.
Deepdyn 49 ⭐
pytorch implementation of paper https://www.frontiersin.org/articles/10.3389/fcomp.2020.00035/full
Rubixml Cifar 10 37 ⭐
Use the famous CIFAR-10 dataset to train a multi-layer neural network to recognize images of cats, dogs, and other things.
Wink Naive Bayes Text Classifier 25 ⭐
Configurable Naive Bayes Classifier for text with cross-validation support
Machine_learning_a Z_all_codes_and_templates 27 ⭐
All codes, both created and optimized for best results from the SuperDataScience Course
Sharmaroshan Twitter Sentiment Analysis 82 ⭐
It is a Natural Language Processing Problem where Sentiment Analysis is done by Classifying the Positive tweets from negative tweets by machine learning models for classification, text mining, text analysis, data analysis and data visualization
The Deep Learning With Keras Workshop 36 ⭐
An Interactive Approach to Understanding Deep Learning with Keras
Multimodal Sentiment Analysis 23 ⭐
Engaged in research to help improve to boost text sentiment analysis using facial features from video using machine learning.
One Stop For Covid 19 Infection And Lung Segmentation Plus Classification 50 ⭐
✋🏼🛑 This one stop project is a complete COVID-19 detection package comprising of 3 tasks: • Task 1 --> COVID-19 Classification • Task 2 --> COVID-19 Infection Segmentation • Task 3 --> Lung Segmentation
Groupdata2 20 ⭐
R-package: Methods for dividing data into groups. Create balanced partitions and cross-validation folds. Perform time series windowing and general grouping and splitting of data. Balance existing groups with up- and downsampling or collapse them to fewer groups.
Campaign Critic 16 ⭐
A web app that helps Kickstarter creators increase their chances of being funded
Rubixml Har 18 ⭐
Recognize one of six human activities such as standing, sitting, and walking using a Softmax Classifier trained on mobile phone sensor data.
Rubixml Mnist 23 ⭐
Handwritten digit recognizer using a feed-forward neural network and the MNIST dataset of 70,000 human-labeled handwritten digits.
Pychemometrics 20 ⭐
pyChemometrics - Objects for multivariate analysis of chemometric and metabonomic datasets
Assignpop 15 ⭐
Population Assignment using Genetic, Non-genetic or Integrated Data in a Machine-learning Framework. Methods in Ecology and Evolution. 2018;9:439–446.
Rubixml Iris 18 ⭐
The original lightweight introduction to machine learning in Rubix ML using the famous Iris dataset and the K Nearest Neighbors classifier.
Uri Url Classification Using Recurrent Neural Network Svm And Randomforest 15 ⭐
URI-URL Classification using Recurrent Neural Network, Support Vector and RandomForest. The Implementation results follows with classification report, confusion matrix and precision_recall_fscore_support for each validation result of a 10-fold crossval
Credit 16 ⭐
An example project that predicts risk of credit card default using a Logistic Regression classifier and a 30,000 sample dataset.
Confound_prediction 17 ⭐
Confound-isolating cross-validation approach to control for a confounding effect in a predictive model.
Car Price Prediction Highly Comprehensive Linear Regression Project 10 ⭐
A Linear Regression model to predict the car prices for the U.S market to help a new entrant understand important pricing variables in the U.S automobile industry. A highly comprehensive analysis with detailed explanation of all steps; data cleaning, exploration, visualization, feature selection, model building, evaluation & MLR assumptions validity.
Classification_churn_with_parsnip 13 ⭐
Modelling with Tidymodels and Parsnip - A Tidy Approach to a Classification Problem
Environmental Sound Classification 21 ⭐
Environmental sound classification with Convolutional neural networks and the UrbanSound8K dataset.
Big Mart Sales Prediction 17 ⭐
Using Machine Learning Algorithms for Regression Analysis to predict the sales pattern and Using Data Analysis and Data Visualizations to Support it.
Abide Fmri 15 ⭐
Repository for the Brainhack School 2020 team working with fMRI and ABIDE data to train machine learning models.
Students Performance Analytics 13 ⭐
Students Performance Evaluation using Feature Engineering, Feature Extraction, Manipulation of Data, Data Analysis, Data Visualization and at lat applying Classification Algorithms from Machine Learning to Separate Students with different grades
Twitter Sentiment Analysis Nlp Hackathon 12 ⭐
Problem Statement: Given the tweets from customers about various tech firms who manufacture and sell mobiles, computers, laptops, etc, the task is to identify if the tweets have a negative sentiment towards such companies or products.
Online Shoppers Purchasing Intention 11 ⭐
In this data set we have perform classification or clustering and predict the intention of the Online Customers Purchasing Intention. The data set was formed so that each session would belong to a different user in a 1-year period to avoid any tendency to a specific campaign, special day, user profile, or period.
Stratified K Fold Cross Validation Image Classification Keras 14 ⭐
This python program demonstrates image classification with stratified k-fold cross validation technique.
Personality Attribution Using Natural Language Processing 13 ⭐
Aims at attributing the big-five personality traits to authors of essays by analyzing their works.
Capstoneproject_house_prices_prediction 10 ⭐
Understand the relationships between various features in relation with the sale price of a house using exploratory data analysis and statistical analysis. Applied ML algorithms such as Multiple Linear Regression, Ridge Regression and Lasso Regression in combination with cross validation. Performed parameter tuning, compared the test scores and suggested a best model to predict the final sale price of a house. Seaborn is used to plot graphs and scikit learn package is used for statistical analysis.
Machine Learning Toolbox 12 ⭐
This toolbox offers 8 machine learning methods including KNN, SVM, DA, DT, and etc., which are simpler and easy to implement.
Octopus Ml 10 ⭐
A collection of handy ML and data visualization and validation tools. Go ahead and train, evaluate and validate your ML models and data with minimal effort.