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Here are some computer labs I did during my studies at Télécom. This is mostly related to the Data Science and Image Processing tracks I took during the second year.

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antoine-moulin/labs-telecom

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Télécom Paris: Computer Labs (2018/2019)

This repository contains some computer labs I had during my second year at Télécom Paris (equivalent to the first year of an MSc). The authors of each lab are mentioned in the subject and/or the submission I wrote (most of the time alone, sometimes with another student). Most of the labs take the form of a notebook or a Python file, but some labs use MATLAB.

As it takes time to check and make everything readable for everyone, I have not necessarily cleaned the notebooks I did not finish then (but maybe someday I will, to make this repository consistent). Hence, for some rare cases, the subject is written in French. For some other cases (e.g. the last labs of Graph Mining), the notebooks may be incomplete, but it is rare as well.

Course Homework
Databases Finding keys using functional dependencies
DB normalization and querying
Views, updates and design
Linear Models Linear Regression
Methods for OLS
Optimization for Machine Learning Nonnegative Matrix Factorization
Support Vector Machines (SVM)
Machine Learning Support Vector Machines (SVM)
Neural Network
Random Forest
Advanced Statistics Spline Regression
Wavelet Denoising
Graph Mining Sampling nodes and edges
Graph Models
Graph Structure
PageRank
Clustering
Hierarchical Clustering
Graph Embedding
Natural Language Processing Naive Bayes
Hidden Markov Models (HMM)
Recurrent Neural Networks (RNN)
Object Recognition Unsupervised Learning
Supervised Learning
Skin Lesion Classification
Random Forest
Multi-Layer Perceptron (MLP)
Convolutional Neural Networks (CNN)

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Here are some computer labs I did during my studies at Télécom. This is mostly related to the Data Science and Image Processing tracks I took during the second year.

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