- Italy
- @Rimtouny
- in/rim-touny
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Undertook a comprehensive exploration of fake and real video datasets, employing advanced techniques in face detection, data preprocessing, and the creation of structured training, validation, and …
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In computer vision, this project meticulously constructs a dataset for precise 'Shoe' tracking using YOLOv8 models. Emphasizing detailed data organization, advanced training, and nuanced evaluation…
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Leveraging advanced image processing and deep learning, this project classifies plant images using a subset of the Plant Seedlings dataset. The dataset includes diverse plant species captured under…
Jupyter Notebook MIT License UpdatedJan 16, 2024 -
Texture-Image-Comparison Public
Exploring texture image processing with the Kylberg Texture Dataset, this project involves preprocessing, learning-free classification, and a multilayer perceptron. Metrics evaluate performance and…
keras image-processing keras-tensorflow histogram-equalization multilayer-perceptron downsampling gaussian-smoothingMIT License UpdatedJan 16, 2024 -
Using NLP and a smart chatbot, this project gauges customer sentiments online, offering customization and real-time feedback. Employing TF-BOW-LDA and ML models, it empowers e-commerce decisions, c…
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The project aimed to classify Gutenberg texts accurately. Employing advanced NLP methodologies, it covered collection, preprocessing, feature engineering, and model evaluation for literary work cla…
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Employing advanced techniques, the project seamlessly integrates binary and multiclass classifiers for character classification. It offers a comprehensive analysis and adeptly addresses challenges …
computer-vision image-classification roc stratified-sampling binary-image-classification multiclass-image-classification char74Jupyter Notebook MIT License UpdatedJan 12, 2024 -
Predicting Colorado forest cover types using diverse ML models for classification. Baseline creation, feature selection, comparison, and tuning optimize accuracy in this University of Ottawa Master…
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Text clustering, an unsupervised ML technique in NLP, groups similar texts based on content. Techniques like hierarchical, k-means, or density-based clustering categorize unstructured data, unveili…
machine-learning clustering gutenberg unsupervised-learning nlp-machine-learning hierarchical-clustering k-means-clusteringJupyter Notebook MIT License UpdatedJan 12, 2024 -
Spambase dataset analysis comparing Naïve Bayes classifiers. Evaluated accuracy, confusion matrices on different splits. Explored alternatives for improved performance in ML course, uOttawa 2023.
Jupyter Notebook MIT License UpdatedJan 12, 2024 -
Crafting static and dynamic models for data exfiltration detection via DNS traffic analysis. Static model trained on batch data, while dynamic model simulates a continuous stream. Rigorous analysis…
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Advancing Cybersecurity with AI: This project fortifies phishing defense using cutting-edge models, trained on a diverse dataset of 737,000 URLs. It was the final project for the AI for Cybersecuri…
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KNeighborsClassifier Public
KNN Classifier for Car Evaluation Dataset: Explored impact of training sample sizes & optimal K value selection. Python implementation in a Machine Learning course project (uOttawa 2023).
Jupyter Notebook MIT License UpdatedJan 11, 2024 -
Kaggle competition on network intrusion detection. Train model, predict test set, submit as CSV (ID, Class). F1-score metric. Part of my 2023 master's program at the University of Ottawa in AI for …
competition cybersecurity kaggle-competition network-intrusion-detection f1-score catboost-classifierJupyter Notebook MIT License UpdatedJan 11, 2024 -
Credit-Card-Fraud-Detection Public
Focused on advancing credit card fraud detection, this project employs machine learning algorithms, including neural networks and decision trees, to enhance fraud prevention in the banking sector. …
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Predicting patient attendance at Bay Clinic using 'medicalcentre.csv'. Employing SVM, Decision Trees, and DNN models for accuracy, sensitivity, specificity evaluation, and ROC analysis. Part of a D…
Jupyter Notebook MIT License UpdatedJan 10, 2024 -
Feature-Selection Public
Delved into advanced techniques to enhance ML performance during the uOttawa 2023 ML course. This repository offers Python implementations of Naïve Bayes (NB) and K-Nearest Neighbor (KNN) classifie…
machine-learning feature-selection pca dimensionality-reduction mutual-information chi-square information-gainJupyter Notebook MIT License UpdatedJan 9, 2024 -
Snake-and-Ladder-Game Public
Snake and Ladder Game OpenGL with C
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gitignore Public archive
Forked from github/gitignoreA collection of useful .gitignore templates
Creative Commons Zero v1.0 Universal UpdatedJun 17, 2020