Telecom

Things I studied at Telecom ParisTech (2017-2020).

Data Science (SD)

Course	Labs/Projects
Linear Models	Linear Regression, Confidence Intervals
	Lasso, PCA, Cross-Validation
Natural Language Processing	Hidden Markov Models
	Naïve Bayes Sentiment Analysis
	Reccurent Neural Networks for Score Predictions
Optimisation For Machine Learning	Non-Negative Matrix Factorisation
	Support Vector Machines
Machine Learning - Latent Semantic Analysis	Project
PAF: Scholar Affiliation Recognition	Project
Advanced Statistics	Splines
	Wavelets
Data Mining	Clustering
	Decision Trees
	PageRank
Machine Learning	Ensemble Methods
	Support Vector Machines
	Decision Trees
	Neural Networks
Graphs	Sampling, Graph Properties
	Graph Models: Erdos-Renyi, Barabasi-Albert, Havel-Hakimi
	Graph Structures, Watts-Strogatz
	PageRank
	Graph Clusters
	Hierarchical Clustering
	Graph Embedding

Mathematics (MACS)

Course	Labs/Projects
Probability	From Kolmogorov's Axioms to Monte-Carlo Converge
Analysis	Hilbert and Fourier analysis
Statistics	Project
Optimisation	From Simplex Algorithm to Descent Methods
Hilbert Spaces	MACS 201
Martingales & Asymptotic Statistics	Martingales
	Asymptotic Statistics
Continuous-Time Markov Chains	Simulations & Research Poster
Probabilistic & Scientific Computing	Monte-Carlo Gaussian Mixture EM
	Numerical Integration Methods
Stochastic Calculus	MACS 207a

Computer Science

Course	Labs/Projects
SQL	Functional Dependencies
	Normalisation & Querying
	Views, Updates & Design
PACT: Educational Maths App	Android App
C++	Project
Data Structures & Algorithms	Spanning Tree, Kruskal's Algorithm
	Bellman's Algorithm
	Dijkstra's Algorithm
	Max-Flow Algorithm
	Huffman's Algorithm
	Tree Search Algorithm
JAVA Programming Language	Dijkstra algorithm project in Java
C Programming Language	Operating Systems Memory
	Operating Systems Semaphores
Formal Languages	JavaCC Lab
	Egrep Lab
	Rational Languages, Automata, Calculability
	Algebraic Languages
	Rational Languages

This list is not comprehensive:

• Several Computer Science and Mathematics courses have been omitted either in compliance with academic policy or because they were not project/lab based.

• All Physics and Telecommunications courses have been omitted:

  • Optics & Photonics (COM101), Propagation & Antennae (COM103), Quantum Physics (PHY101).

• All Humanities courses have been omitted:

  • Philosophy, Introduction to Economics (SES103), Introduction to Management (SES107), Ethics (SES105), Labor Law, Corporate Finance (SES202), Cinema and Management (SES206), Political Science.

• All Language courses have been omitted:

  • Spanish B2, English C1 (Debating, Jazz), French Sign Language A1.