
Patrick Lee
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About me
Data Scientist, PhD in Physics
Education

Institut National des Sciences et Techniques Nucléaires (INSTN)
2013 - 2014Master's degree (Nuclear) Fusion scienceCourses:Introduction to fusion sciencePlasma physicsMagnetohydrodynamics (MHD)Ultra-High Intensity laserExperimental diagnosticsSimulations and modeling Materials for fusion reactor

OpenClassrooms
2018 - 2019Data Scientist• Analyser des données pour en extraire de la valeur et répondre à une problématiquespécifique.• Modéliser le phénomène à l’origine de la création de données, à l’aide d’algorithmesde machine learning.• Mesurer et améliorer les performances de cette modélisation.• Automatiser des tâches telles que des recommandations, des prédictions, desclassifications d’images, et bien d’autres !• Communiquer les résultats par la visualisation des données afin de faciliter la prise… Show more • Analyser des données pour en extraire de la valeur et répondre à une problématiquespécifique.• Modéliser le phénomène à l’origine de la création de données, à l’aide d’algorithmesde machine learning.• Mesurer et améliorer les performances de cette modélisation.• Automatiser des tâches telles que des recommandations, des prédictions, desclassifications d’images, et bien d’autres !• Communiquer les résultats par la visualisation des données afin de faciliter la prise dedécision. Show less

CentraleSupélec
2011 - 2014Diplôme d'ingénieur EECSCourses:Signal ProcessingProbabilitiesStatisticsObject Oriented ProgrammingRadio frequency electronics Analog ElectronicsLogic systemInformation TheoryControl systemNumerical methods and optimization

Université Paris-Sud
2014 - 2017Doctorat en physique Physique des plasmas
Experience

CEA - Commissariat à l'énergie atomique et aux énergies alternatives
Apr 2011 - Jun 2011InternNanoparticles have shown some interesting properties in increasing the efficiency of certain products, for instance in cosmetics, photovoltaic applications etc. However studies on the toxicity of nanoparticles are still ongoing. The main objective of this internship is to prepare TiO2 nanoparticle samples for the toxicity studies carried out by the biologists. Most of the work is in the characterization of the in-house synthesized TiO2 nanoparticles by laser pyrolysis. A study on the effect of annealing on the dispersion (how the nanoparticles are distributed in a medium) is also carried out. Depending on the temperature, the time of annealing and the quenching method, different properties of the nanoparticles can be obtained. An extensive study has allowed us figure out parameters that give samples that meet the criteria for the biologists' toxicity studies. Show less

Jimah Venture Sdn. Bhd.
Jul 2012 - Aug 2012Electrical Engineering InternIn Malaysia, most of the electrical power supply either comes from the coal power plant or hydropower plant, Jimah Venture Sdn. Bhd is one of the coal power plants situated in the district of Port Dickson. The main activity that I was responsible for is to overlook the electrical maintenance of the machines, more specifically the control units in the operation room.

CEA - Commissariat à l'énergie atomique et aux énergies alternatives
Jul 2013 - Aug 2013Masters StudentNanoparticles of Silicon is a trending material that have the potential to increase the efficiency of photon absorption by a solar cell (PIN junction), this works by quantum dot effect. Quantum dots provide a tunable absorption spectrum and high extinction coefficients. During the internship, I was in charge of the characterization and the performance testing of solar cells containing Silicon nanoparticles.

Lawrence Berkeley National Laboratory
Mar 2014 - Sept 2014Masters StudentThe state of the art of simulations in laser plasma based accelerator is conducted using the particle-in-cell (PIC) code, where the governing equations are the Lorentz force equation and the Maxwell's equations. Depending on the physics of interest, we use either the electrostatic (ES) solver or the electromagnetic (EM) solver. When dealing with the propagation of a laser pulse in a plasma, as in the case of the laser plasma based accelerator, the EM solver is used. In general, the boundaries have to be defined with tremendous care to avoid any numerical artifact from jeopardizing the simulation. The perfectly matched layer (PML) by JP Bérenger is such a method for the treatment of the boundaries to allow the EM waves to exit the simulation box, in order not to generate any reflection that might cause interferences with the EM wave that is still in the simulation box.My master thesis consists of evaluating the efficiency of the PML and analytically model the coefficient of reflection in the case of reflection. Show less

Université Paris-Sud
Oct 2014 - Nov 2017PhD Student in Modeling of Laser-Plasma AcceleratorUnlike accelerating particles in vacuum, plasma has the ability to sustain extremely large accelerating gradients (100GV/m for a plasma density of 10^18cm-3), leading to a compact tabletop particle accelerator. My research area includes simulations in Laser Wakefield Electron Acceleration. A lot of work has been conducted in understanding the physics of the creation of electron bunch in the plasma and its dynamics with respect to the laser plasma parameters. Another challenging question that I address in my thesis is the required parameters to create electron bunch with very constraining properties i.e high charge, low emittance and low energy dispersion suitable for a particle collider.My thesis discusses the physics, the laser-plasma parameters and the method for the creation of a desired electron bunch via simulations with a particle-in-cell (PIC) code, together with the discussion on the numerical challenges and solutions. Show less

Berkeley Lab
Oct 2015 - Mar 2016Visiting scholar in Modeling of Laser-Plasma AcceleratorThe noninvariance of space- and time-scale ranges under a Lorentz transformation has allowed speedups in simulations of laser plasma based acceleration. Due to the contraction of the plasma and the elongation of the laser pulse under the implication of Lorentz transformation, gains in space (because the plasma is now shorter) and in time (because the crossing time between the two objects has also become shorter) are observed. This Lorentz boosted technique is very promising and is the way to go in the quest of fast simulation, however there are still some open questions, because the Lorentz transformation reduces the numerical resolution in the plasma, does this have a serious consequence on the precision of the simulation?My work is to determine the optimum resolution required to ensure correctness in the simulation results and the consequent speedup that we can obtain. Results show that even with high resolution, we still gain significant speedup. Show less

Capgemini Consulting
Mar 2018 - Sept 2018Data ScientistProfessional training contract with OpenClassrooms

Individual clients
Jan 2019 - Jun 2019Freelance Data Scientist- Assist clients in solving big data problem, and provide consultation in technology used in Machine Learning Web Application- Develop machine learning web applications in a wide range of fields eg medical, internet phishings and more to come- Take care of the application through and through from development to deployment - Main tools : scikit-learn, keras, nltk, gensim, flask (RestFul web design), aws, networkx

OpenClassrooms
Jan 2019 - Apr 2022Mentor Data ScientistMentoring in Data Scientist course in partnership with Ecole CentraleSupélec

Capgemini Invent
Jun 2019 - Sept 2021Data Scientist
Licenses & Certifications
- View certificate

Ruby on Rails Web Services and Integration with MongoDB
Coursera Course CertificatesFeb 2016 - View certificate

Rails with Active Record and Action Pack
Coursera Course CertificatesJan 2016 - View certificate

Ruby on Rails: An Introduction
Coursera Course CertificatesJan 2016 - View certificate

Data Visualization
Coursera Verified CertificatesAug 2015 - View certificate

Text Mining and Analytics
Coursera Verified CertificatesJul 2015 - View certificate

Cluster Analysis in Data Mining
Coursera Verified CertificatesJun 2015 - View certificate

Text Retrieval and Search Engines
Coursera Verified CertificatesApr 2015 - View certificate

Pattern Discovery in Data Mining
Coursera Verified CertificatesMar 2015 - View certificate

Machine Learning
CourseraMay 2015 - View certificate

Mining Massive Datasets
CourseraDec 2014
Languages
- frFrançais
- anAnglais
- caCantonais
- maMandarin
- maMalais
- alAllemand
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