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16 repositories
- 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.
.github
PublicDeepNLP
PublicExplore the cutting edge of NLP with this deep learning repository, featuring models for text classification, sentiment analysis, and more.CoughClassifier
PublicA 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.DNN
PublicTetravex
PublicSolver 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 puzzleRELE
PublicDedicated 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.SVM-101
PublicUnderstanding 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
PublicPedestrian flow simulation represented as a multi-agent system and made with python and the library CrowdDynamics.ObjectDetectionCuda
PublicObject Detection implemented in CUDA. Data-parallelism concepts and benchmarks on a python, two C++ on CPU and a C++ GPU version.Sentiment_analysis
PublicGoRaft
PublicGo 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
PublicComplete implementation and comparisons of multiple Gradient Descent algorithms. Optimization such as Pitch Optimization, backtracking, conjugate gradient, Momentum - Nesterov and Adam.RecSys_2022
PublicRecommendation system implementation with application to the RecSys 2022 Dressipi challenge. Analysis, different process and alteration of the data, machine learning technique to generate submissions.FTML
PublicWork on the theoretical fundamentals of machine learning with different exercises. Bayes predictor, Bayes risk associated to some particular settings and OLS estimator.PTML
PublicApplication and demonstration of the use of different machine learning methods, supervised and unsupervised, to real datasets.