tahaafzal5,Taha Afzal,github

advanced-word-count

Program counts the number of words in a text file (excluding stop words) and prints a report on the n most frequent words.

convolutional-neural-networks

Training and evaluating Convolutional Neural Networks (CNNs) on the MNIST digit dataset with various layers, activation functions, epochs, etc to try to come up with the best model.

Using the MNIST dataset and training a deep MLP on the dataset using the keras package, and getting better than 98% precision when the test data hold-outs are applied. Playing with different dimensions of the network and activation functions to compare how the performance changes.

dotfiles

douglas-peucker

ensembles

Exploring the MNIST dataset, training and evaluating various classifiers, such as a Random Forest classifier, an Extra-Trees classifier, SVM, MLPClassifier, XGBClassifier, VotingClassifer Ensemble with hard and soft voting techniques.

facial-recognition

Facial Recognition using KMeans model on the sklearn.datasets.fetch_olivetti_faces() dataset. Exploring different values in Principal Component Analysis (PCA) and understanding their affect on the clusters produced.

flix

generative-ai-with-llms

healthmemo

image-editor

The program lets the user open any image and then convert it to gray scale, negative, and even print out image stats using a graphic interface implementing buttons.

instagram

live-earthquake-map

This R-script shows a real-time map of the world marked with earthquakes. The user can choose the magnitude and how recent the earthquakes occurred using easy-to-use UI controls.

machine-learning

Uses a 2/3 of the data to train a Machine Learning Algorithm and then uses 1/3 of the data to test the algorithm. The script also plots different models so the user can analyze them and see which one meet their needs the best/