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LUÍS ESPÍRITO SANTO AI Researcher 7 Sep 1995 [email protected] [email protected] +351 96 322 60 77 +33 6 76 81 07 51 29 Rua António Albino Machado, 6/D, 1600-870 Lisbon, Portugal web.tecnico.ulisboa.pt/luis.a.santo/ linkedin.com/luis-c-espirito-santo github.com/LESSSE PROJECTS MuCaGEx Music Categorical Generation Experiments using deep structures in tensorflow pygmidi Python library to assist symbolic music datasets creation and evaluation Concept Learning Agents Model of how agents can learn and discover new concepts arranged in a hierarchy History of Tech in Concert Concert about technology and music AWARDS Diploma of Academic Merit Instituto Superior Técnico, 2016–2018 Diploma of Academic Excellence Instituto Superior Técnico, 2013 – 2016 INTERESTS Artificial Intelligence | Machine Learning | Computational Creativity | Maths | Computation | Philosophy of Science | Networks | Music Composition | Sound Design | Computer Graphics | Neuroscience LANGUAGES Portuguese ○○○○○ English ○○○○ French ○○ ○○○ Spanish ○○○○ PUBLICATIONS Master Thesis "Automatically Generating Novel and Epic Music Tracks: Exploring Computational Creativity using Deep Structures against Music" GROUPS CysMus – Group of Studies in Music and Cyberculture cysmus.weebly.com 26 C, Av. de Berna, Lisbon, Portugal RESUME AI Researcher, quick learner and creative problem solver, deeply interested in new technologies such as generative deep learning and their intersections with arts and cognitive sciences. Likes to travel, to cook and to play games and everything that joins maths and creativity. PROFESSIONAL EXPERIENCE Image Processing Researcher | INCM Jun 2020 – Ongoing Lisbon, Portugal Research on liveness detection Data Engineer | CERN Feb 2019 – Ongoing Geneva, Switzerland Development of ETL procedures [Java, Pen taho] Big data storage and manipulation [Or a cle, SQL] Development of machine learning models [Python, Scikit - learn] Sysadmin Tasks [Docker, Gra dle, Pup pet, Maven] Innovation Activities [Spark, Kafka, Ge netic, Clus ter ing] Deep Learning Researcher | INESC-ID Jul 2018 – Dec 2018 Lisbon, Portugal Research in generative deep models for M.S. thesis [GAN’s, RBM’s] Development of generative models for music [Python, Ten sor flow] Visualization of musical data [Numpy, Pan das, Mat plotlib] Assistant Teacher | IST-UL Sep 2017 – Feb 2018 Lisbon, Portugal Lecturing on computer networks [Net work Pro to cols, TCP/IP] Creation of classes material [Va grant, Vir tu al iza tion] EDUCATION M.S. in IT Engineering | IST-UL Sep 2016 – Jun 2019 Lisbon, Portugal 3.80/4.00 Intelligent Systems [NLP, ML, DSS, Agents, Ex pert Sys tems] Theoretical Computer Science [Net works, Com plex ity, Log ics] Extra [Neu ro engi neer ing, 3D Pro gram ming, Par al lel Com put ing] B.S. in IT Engineering | IST-UL Sep 2013 – Jul 2016 Lisbon, Portugal 3.92/4.00 Maths [Cal cu lus, Al ge bra, Prob a bil i ties, Dis crete Maths] Physics [Me chan ics, Waves, Elec tro mag netism, Op tics] Programming [Data Struc tures, Al go rithms, Paradigms] Computers [Ar chi tec ture, Net works, OS, DB, UI] Management [Soft ware En gi neer, Mod elling, Eco nomics, Ethics]

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Page 1: LUÍSESPÍRITOSANTO...\$ DevOpsTools Git AtlassianTools IntelliJ Bash „ WebTools HTML5 Javascript CSS WebAudio n OfficeandPresentingTools MicrosoftOffice OpenOffice Latex JupyterNotebook

LUÍS ESPÍRITO SANTOAI Researcher] 7 Sep 1995[ [email protected][ [email protected]Ó +351 96 322 60 77Ó +33 6 76 81 07 51

R 29 Rua António AlbinoMachado, 6/D, 1600-870½ Lisbon, Portugal® web.tecnico.ulisboa.pt/luis.a.santo/¯ linkedin.com/luis-c-espirito-santo� github.com/LESSSE

PROJECTS/ MuCaGEx

Music Categorical GenerationExperiments using deep structures intensorflow

/ pygmidiPython library to assist symbolic musicdatasets creation and evaluation

/ Concept Learning AgentsModel of how agents can learn anddiscover new concepts arranged in ahierarchy

É History of Tech in ConcertConcert about technology andmusic

AWARDS3 Diploma of AcademicMerit

Instituto Superior Técnico, 2016–20183 Diploma of Academic Excellence

Instituto Superior Técnico, 2013 – 2016

INTERESTSArtificial Intelligence |Machine Learning |Computational Creativity |Maths |Computation | Philosophy of Science |Networks |Music Composition | SoundDesign | Computer Graphics | NeuroscienceLANGUAGESPortuguese ○○○○○English ○○○○○French ○○○○○Spanish ○○○○○

PUBLICATIONS� Master Thesis

"Automatically Generating Novel andEpicMusic Tracks: ExploringComputational Creativity using DeepStructures againstMusic"

GROUPSCysMus – Group of Studies inMusic andCyberculture� cysmus.weebly.comR 26 C, Av. de Berna, Lisbon, Portugal

RESUMEAI Researcher, quick learner and creative problem solver, deeplyinterested in new technologies such as generative deep learning andtheir intersections with arts and cognitive sciences. Likes to travel, tocook and to play games and everything that joins maths and creativity.PROFESSIONAL EXPERIENCEImage Processing Researcher | INCM� Jun 2020 –Ongoing ½ Lisbon, Portugal

• Research on liveness detectionData Engineer |CERN� Feb 2019 –Ongoing ½ Geneva, Switzerland

• Development of ETL procedures [Java, Pentaho]• Big data storage andmanipulation [Oracle, SQL]• Development of machine learningmodels [Python, Scikit-learn]• Sysadmin Tasks [Docker, Gradle, Puppet, Maven]• Innovation Activities [Spark, Kafka, Genetic, Clustering]

Deep Learning Researcher | INESC-ID� Jul 2018 –Dec 2018 ½ Lisbon, Portugal

• Research in generative deepmodels forM.S. thesis [GAN’s, RBM’s]• Development of generativemodels for music [Python, Tensorflow]• Visualization of musical data [Numpy, Pandas, Matplotlib]

Assistant Teacher | IST-UL� Sep 2017 – Feb 2018 ½ Lisbon, Portugal

• Lecturing on computer networks [Network Protocols, TCP/IP]• Creation of classes material [Vagrant, Virtualization]

EDUCATIONM.S. in IT Engineering | IST-UL� Sep 2016 – Jun 2019 ½ Lisbon, Portugal � 3.80/4.00

• Intelligent Systems [NLP,ML, DSS, Agents, Expert Systems]• Theoretical Computer Science [Networks, Complexity, Logics]• Extra [Neuroengineering, 3D Programming, Parallel Computing]

B.S. in IT Engineering | IST-UL� Sep 2013 – Jul 2016 ½ Lisbon, Portugal � 3.92/4.00

• Maths [Calculus, Algebra, Probabilities, DiscreteMaths]• Physics [Mechanics,Waves, Electromagnetism, Optics]• Programming [Data Structures, Algorithms, Paradigms]• Computers [Architecture, Networks, OS, DB, UI]• Management [Software Engineer, Modelling, Economics, Ethics]

Page 2: LUÍSESPÍRITOSANTO...\$ DevOpsTools Git AtlassianTools IntelliJ Bash „ WebTools HTML5 Javascript CSS WebAudio n OfficeandPresentingTools MicrosoftOffice OpenOffice Latex JupyterNotebook

OTHER SKILLS) Driving License

B B1± Operative Systems

Linux Windows� Modeling Languages

UML SysML BPMN/ Programming Languages

Java Lisp Python Prolog CC++ C#

\$ DevOps ToolsGit Atlassian Tools IntelliJBash

� Web ToolsHTML5 Javascript CSSWeb Audio

n Office and Presenting ToolsMicrosoft Office OpenOfficeLatex Jupyter Notebook

n Audio ToolsLMMS Audacity SibeliusFinale Encore Musescore

Õ Image ToolsInkScape GIMP Pencil

i Video ToolsAdobe PremiereAdobe After Effects HitFilm

� Game EnginesUnity

PUBLIC PRESENTATIONSImplementing Generative DeepModels forMusic: toolboxand let it sound!CERN Spring Campus 2019, CERN� Sep 2019 ½ TUHH, Hamburg, Germany

Amusicological quest: searching for epicness in computergeneratedmusicIVWorkshop do CysMus, CysMus, CESEM� Jun 2019 ½ FCSH, Lisbon, Portugal

TheMusical Neuron: an introduction tomusical training andgeneration using ANNIIIWorkshop do CysMus, CysMus, CESEM� Jun 2018 ½ FCSH, Lisbon, Portugal

AI HIGHLIGHTSNeural Networks andDeep Learning CourseCoursera� Jul 2019 –Ongoing

• Attending AndrewsNg’s courses onNeural Networks (Python)Webinar on Agile Practices for Data ScienceACMLearning Center, ACM� May 2019

• Attended to ACM’s webinar on " Agile Data Science: AchievingSalesforce - ScaleMachine Learning in Production" by Sarah Aerni

Webinar on ExplainableMachine LearningACMLearning Center, ACM� Sep 2018

• Attended to ACM’s webinar on explainable AI applied toHealthcare domain by KenSci

RedGlueMachine LearningWorkshopRedGlue� Sep 2018 ½ Lisbon, Portugal

• Attended to a oneweekworkshop onmachine learning with python(scikit-learn) and azure for detecting fraud in credit transactions

Webinar on Adversarial Machine LearningACMLearning Center, ACM� Jul 2018

• Attended to ACM’s webinar on improvedmachine learning usingadversarial paradigms by Ian Goodfellow

Interdisciplinary College Spring SchoolIK 2017� Mar 2017 ½ Möhnesee-Günne, Germany

• Attended to the event with courses on creativity and intelligence inbrains andmachines

Page 3: LUÍSESPÍRITOSANTO...\$ DevOpsTools Git AtlassianTools IntelliJ Bash „ WebTools HTML5 Javascript CSS WebAudio n OfficeandPresentingTools MicrosoftOffice OpenOffice Latex JupyterNotebook

MUSICHIGHLIGHTSThis is not an happening!FCSH/NOVA� Mar 2017 –Oct 2017 ½ Lisbon, Portugal

• Singer, performer, composer andmember of artistic coordination• Music-theatrical performance in honor of Constança Capville• Repertoire: Stravinsky, John Cage, Gabriel Fauré, Stockhausen, TheBeatles, Carlos Caires, António de Sousa Dias andmany others

Festa do Avante ConcertCoro Sinfónico Lisboa Cantat� Sep 2017 ½ Lisbon, Portugal

• Assistant Singer in Festa do Avante 2017• Repertoire: Russian choir traditional songs including Borodin’sPolovtsian Dances

Concerts all over Portugal and ColombiaTuna Académica de Lisboa� Feb 2016 – Jan 2019 ½ Lisbon, Portugal

• President, composer, singer, saxophone player andmember ofartistic coordination

• Repertoire: Portuguese traditional music, original songs and shortexcerpts of any other kind of music

Clave ao SolCâmaraMunicipal de Castro Verde� Feb 2016 ½ Castro Verde, Portugal

• Summer School on jazz and improvisation• Repertorie: Jazz classics

Introduction to Programming forMusicians andDigitalArtistsCoursera� Mar 2016 –May 2016

• Online Course• Development of simple projects using Chuck language

Concerts in Lisboa and AlentejoSine Nomine Choir� Oct 2013 – Sep 2018 ½ Lisbon, Portugal

• Co-founder, singer, composer and co-conductor• Repertoire: Religious songs throughout the times, spitirual african,portuguese repertoire, chritmas carols, video games

CD "Músicas comHistórias" recordingConservatório Regional do Baixo Alentejo� Jun 2013 ½ Castro Verde, Portugal

• Singer and performer• Repertoire: Music throughout the times

Concerts andWind BandsWorkshops around PortugalBanda Filarmónica 1o de Janeiro� Oct 2006 –Oct 2010 ½ Castro Verde, Portugal

• Saxofone Player• Repertoire: all kinds of wind band repertoire