Documents

Category

Example

Techniques

Readme for HPC

Deep Learning

Deep learning using cotton images

Deep learning, tensorflow, sequential, CNN, binary labels

Readme

Deep learning using ball images

Deep learning, tensorflow,sequential, CNN, multi-labels

Readme

Deep learning using chest xray images

TensorFlow, binary labels, prediction (neural network)

Deep learning using traffic sign images

TensorFlow, multi-labels, prediction (neural network)

Classification

Classification analysis of student information

Linear Regression, Decision Trees, Logistic Regression, Random Forest

Neural Networks, Support Vector Machines

Classification analysis for flower images

Logistic Regression, Linear Discriminant Analysis, K-Nearest Neighbors, Decision Trees,

Random Forests, Gaussian Naive Bayes and Support Vector Machine

Clustering

Clustering analysis using K-means

k-means

Text Analysis

Text analysis using nltk for sentiment prediction

CountVectorizer, Tfidf, Sentiment Prediction (naive_bayes)

Convex Optimization

Convex optimization using CVXPPY for portfolio optimization

Portfolio optimization, Linear Programming

Convex optimization using CVXOPT for floor planning

Floor planning, Linear Programming

Readme