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.github icon .github

Organization profile configuration repository.

coughclassifier icon coughclassifier

A sound classification model capable of distinguishing a COVID-related cough from a benign cough using recordings of a patient's cough. Achieved 70% accuracy in predicting if a cough is indicative of a COVID-19 case.

deep-learning-for-language icon deep-learning-for-language

Machine translation model from German to English using transformers, fine-tuning using the HuggingFace transformer library, Sentence Transformer, Faiss and Beir libraries to operate a semantic search on the DBPedia entity dataset.

deepnlp icon deepnlp

Explore the cutting edge of NLP with this deep learning repository, featuring models for text classification, sentiment analysis, and more.

dnn icon dnn

This repository contains the project of DNN class at EPITA. The goal of the project was to benchmark multiple type of Visual Object Trackers on multiple dataset using different metrics.

ftml icon ftml

Work on the theoretical fundamentals of machine learning with different exercises. Bayes predictor, Bayes risk associated to some particular settings and OLS estimator.

goraft icon goraft

Go implementation of the RAFT consensus algorithm. Faults injector with a REPL and a CLSF (Command List and File Storage) to test several scenarios.

gradient_descent icon gradient_descent

Complete implementation and comparisons of multiple Gradient Descent algorithms. Optimization such as Pitch Optimization, backtracking, conjugate gradient, Momentum - Nesterov and Adam.

objectdetectioncuda icon objectdetectioncuda

Object Detection implemented in CUDA. Data-parallelism concepts and benchmarks on a python, two C++ on CPU and a C++ GPU version.

ptml icon ptml

Application and demonstration of the use of different machine learning methods, supervised and unsupervised, to real datasets.

recsys_2022 icon recsys_2022

Recommendation system implementation with application to the RecSys 2022 Dressipi challenge. Analysis, different process and alteration of the data, machine learning technique to generate submissions.

rele icon rele

Dedicated to exploring and implementing various algorithms in the field of reinforcement learning. Techniques such as Q-learning, SARSA, and policy gradient methods. Implementation of these methods on various environments such as OpenAI gym.

sentiment_analysis icon sentiment_analysis

Sentiment Analysis with different NLP algorithm on the IMDB dataset. Naive Bayes Classifier, FastText and RNN/LSTM are used in this repository !

svm-101 icon svm-101

Understanding of Support Vector Machines (SVMs) and their implementations. Covers linear and non-linear SVM, also explains how to use the "kernel trick" to handle non-linearly separable data.

symua icon symua

Pedestrian flow simulation represented as a multi-agent system and made with python and the library CrowdDynamics.

tetravex icon tetravex

Solver of Tetravex puzzle using the Metropolis-Hastings simulated annealing algorithm in C++. demonstrate the effectiveness of the Metropolis-Hastings algorithm in solving combinatorial optimization problems, such as the Tetravex puzzle

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