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c-programming-and-algorithmics-tasks

Pratice with Pointers/Polymorphism/STL, Dynamic Programming (Levenshtein distance), QuadTrees (Neighbors Search). For the "C++ Programming and Algorithmics" introduction course (Ecole des Ponts).

convex-optimization

Barrier Method for Lasso Regression Dual / Algorithms for Online Prediction with Sleeping Experts (EWA, OGD, PROD).

deep-learning

Practicals for Deep Learning related courses (Master MVA) : Image Classification/Regression/Denoising, Text Classification, Deep Reinforcement Learning, Generative Modelling (GAN, VAE), Deep Learning for Small Data (Transfer Learning, Data Augmentation, Semi-Supervised)

dl

dlb

generative-modelling

LDA, QDA, GMM & HMM. For the "Probabilistic Graphical Models" course (Master MVA).

go-bot-drl

Goal-Oriented Chatbot trained with Deep Reinforcement Learning

information-and-vision-processing-techniques

Edge Detector, Deblurring (Wiener filter), Segmentation and Stereo-Matching (with RMF), Wavelets, Compression. For the "Information Processing Techniques and Computer Vision"(Ecole des Ponts)

machine-learning-exercises

Regression, Density Estimation, Clustering, Classification (Perceptron, SVM). Practicals for the Machine Learning introduction course (Ecole des Ponts).

mini-game-with-interface

Two-players / one-vs-IA mini-game developped in Python during a Programming course (Ecole des Ponts).

reinforcement-learning

Project : Subgoal Discovery on the Taxi Domain with Macro Q-Learning. Practicals : Q-Leaning, Bandits (MAB, LinUCB), Approximate RL. For the RL course (Master MVA).

speech-nlp

SPEECH Practical : Acoustic and language modelling to decode simple sequences of voice commands. NLP Practical : Implementation from scratch of a probabilistic parser for French based on CYK algorithm and handling OOV. Practicals for the "Speech & NLP" course (Master MVA)

stereo-matching

Depth Map Estimation from Stereo Images. Two-months project completed in 2016-2017 with another student from ENPC.

stochastic-models

EM, PageRank and Waiting Lines. For the "Modelling Uncertainties" couse (Ecole des Ponts)

wikipedia-citation-needed