Diferencia entre revisiones de «Usuario:Borja.ayerdi»
De Grupo de Inteligencia Computacional (GIC)
Sin resumen de edición |
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| Línea 13: | Línea 13: | ||
:Computer Science Faculty - Lab. 307 | :Computer Science Faculty - Lab. 307 | ||
:University Of The Basque Country (UPV/EHU) | :University Of The Basque Country (UPV/EHU) | ||
:Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián ( | :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain | ||
* <b>Tfno.:</b> (+34) 943.01.80.47 | * <b>Tfno.:</b> (+34) 943.01.80.47 | ||
| Línea 19: | Línea 19: | ||
== Studies == | == Studies == | ||
* PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015) | |||
** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]] | |||
** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]] | |||
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU). | |||
* Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU). | |||
* Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU). | * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU). | ||
* | == Accreditations == | ||
* PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) | |||
| Línea 40: | Línea 46: | ||
== Working experience == | == Working experience == | ||
* January 2012 - | * Dec 2016 - ongoing: Data Scientist @ [https://www.iberdrola.com Iberdrola] | ||
* Nov 2016 - Dec 2016: Java Architect @ [http://www.ide-website.net/ IDE.] | |||
* May 2016 - Oct 2016: Data Engineer @ [http://www.nemsolutions.com/es NEM Solutions] | |||
* January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country | |||
* January 2012 - December 2015: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government. | |||
* September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group]. | * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group]. | ||
: Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA. | : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA. | ||
== Teaching == | == Teaching == | ||
| Línea 79: | Línea 92: | ||
<h3> | <h3> | ||
2016 | |||
</h3> | </h3> | ||
* J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak | |||
: "A New Heuristic for Influence Maximization in Social Networks" | |||
: ''Logic journal of the IGPL'' | |||
: JCR 2015 - 0.461 | |||
* Borja Ayerdi, Manuel Grana | * Borja Ayerdi, Manuel Grana | ||
: "Anticipative Hybrid Extreme Rotation Forest" | : "Anticipative Hybrid Extreme Rotation Forest" | ||
: ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]'' | |||
<h3> | |||
2015 | |||
</h3> | |||
* Borja Ayerdi, Manuel Graña | |||
: "Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification" | |||
: ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)'' | |||
: JCR 2014 - 3.514 | |||
* Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto | * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto | ||
: "Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis" | : "Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis" | ||
: ''Frontiers in Aging Neuroscience'' | |||
: JCR 2014 - 4.000 | |||
* A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga | |||
: "Risk factors for emergency department short time readmission in stratified population" | |||
: ''Biomed Research International'' | |||
: JCR 2014 - 1.579 | |||
| Línea 113: | Línea 143: | ||
: "White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging" | : "White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging" | ||
: ''Current Alzheimer Research'' | : ''Current Alzheimer Research'' | ||
: JCR | : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences) | ||
| Línea 119: | Línea 149: | ||
: "Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble" | : "Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble" | ||
: ''Neurocomputing'' | : ''Neurocomputing'' | ||
: JCR | : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292] | ||
| Línea 134: | Línea 164: | ||
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation" | : "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation" | ||
: ''Neurocomputing'' | : ''Neurocomputing'' | ||
: JCR | : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292] | ||
| Línea 140: | Línea 170: | ||
: "Hybrid Extreme Rotation Forest" | : "Hybrid Extreme Rotation Forest" | ||
: ''Neural Networks'' | : ''Neural Networks'' | ||
: JCR | : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729] | ||
| Línea 252: | Línea 282: | ||
== Awards == | == Awards == | ||
* Premio Extraordinario de Doctorado (UPV/EHU) [https://www.ehu.eus/es/web/estudiosdeposgrado-graduondokoikasketak/doktoregoko-sari-bereziak] | |||
* Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria] | |||
* Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html] | * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html] | ||
| Línea 270: | Línea 304: | ||
* [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example] | * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example] | ||
* [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code] | * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code] | ||
* [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code] | |||
* [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code] | |||
== Datasets == | == Datasets == | ||
| Línea 334: | Línea 369: | ||
* [http://bcig.eu/ BCIG] | * [http://bcig.eu/ BCIG] | ||
* [http://gitlab.braincloudcomputing.com/ Gitlab] | * [http://gitlab.braincloudcomputing.com/ Gitlab] | ||
* [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet] | |||
* [https://github.com/neurita Neurita free software] | |||
* [https://github.com/pyjokes PyJokes] | |||
== Tutorials == | == Tutorials == | ||
Revisión actual - 12:30 3 sep 2018
Borja Ayerdi Vilches
Imagine the future, change the present
Personal Data
- E-mail: borja.ayerdi@ehu.es
- Address:
- Computational Intelligence Group
- Computer Science Faculty - Lab. 307
- University Of The Basque Country (UPV/EHU)
- Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain
- Tfno.: (+34) 943.01.80.47
Studies
- PhD Thesis: Contributions to Ensemble Classifiers with Image Analysis Applications. Director: Prof. Manuel Graña Romay. (18/Dec/2015)
- Masters Degree in Computational Engineering and Intelligent Systems (2011/2012) - Universidad del País Vasco (UPV/EHU).
- Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).
- Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).
Accreditations
- PhD assistant Lecturer (ANECA, The National Agency for Quality Assessment and Accreditation of Spain)
Research Areas
- Medical Image segmentation and registration.
- Machine Learning application to medical image processing.
- Extreme Learning Machines.
- Hyperspectral imaging.
- Social Networks.
- Big data.
- Active learning.
- Hybrid classification ensembles.
Working experience
- Dec 2016 - ongoing: Data Scientist @ Iberdrola
- Nov 2016 - Dec 2016: Java Architect @ IDE.
- May 2016 - Oct 2016: Data Engineer @ NEM Solutions
- January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country
- January 2012 - December 2015: Beca predoctoral / Predoctoral fellowship granted by Gobierno Vasco / Basque Government.
- September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), Computational Intelligence Group.
- Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.
Teaching
- Computer Vision (UPV/EHU 2015/2016)
- Computer Vision (UPV/EHU 2014/2015)
- Machine Learning and Neural Networks (UPV/EHU 2013/2014)
Courses
- Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6
Intership
- 2013 - Machine Learning Group, Wrocław University of Technology, Poland with Prof. Michal Wozniak
Research projects participation
- Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.
- Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.
- Investigador principal: Jose Manuel Lopez Guede.
- Fechas: 2014 – 2015.
- Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.
- Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.
- Investigador principal: Prof. Alicia d'Anjou.
- Fechas: 2011 – 2013.
Publications
2016
- J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak
- "A New Heuristic for Influence Maximization in Social Networks"
- Logic journal of the IGPL
- JCR 2015 - 0.461
- Borja Ayerdi, Manuel Grana
- "Anticipative Hybrid Extreme Rotation Forest"
- ICCS 2016, San Diego, June 2016 [1]
2015
- Borja Ayerdi, Manuel Graña
- "Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification"
- IEEE Transactions on Geoscience and Remote Sensing (TGARS)
- JCR 2014 - 3.514
- Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto
- "Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis"
- Frontiers in Aging Neuroscience
- JCR 2014 - 4.000
- A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga
- "Risk factors for emergency department short time readmission in stratified population"
- Biomed Research International
- JCR 2014 - 1.579
- Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña
- “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”
- InMed 2015
- Borja Ayerdi, Manuel Graña
- "Random Forest Active Learning for Detecting Blood Vessels in Angiography"
- CORES 2015
- Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto
- "White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging"
- Current Alzheimer Research
- JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)
- Borja Ayerdi, Manuel Graña
- "Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble"
- Neurocomputing
- JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]
2014
- Borja Ayerdi, Manuel Graña
- "Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression"
- Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer.
- Borja Ayerdi, Ion Marqués and Manuel Grana
- "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
- Neurocomputing
- JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]
- Borja Ayerdi, Manuel Grana
- "Hybrid Extreme Rotation Forest"
- Neural Networks
- JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]
- Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña
- "A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation"
- Logic Journal of the IGPL
- JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]
2013
- Borja Ayerdi, Ion Marqués and Manuel Grana
- "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
- ELM 2013, Beijing, October 15-17, 2013.
- J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas
- "Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation"
- InMed 2013, Greece, 17-19 July, 2013.
- Borja Ayerdi, Josu Maiora, Manuel Graña
- "Aplications of Hybrid Extreme Rotation Forests for Image Segmentation"
- Journal of Hybrid Intelligent Systems
- Borja Ayerdi, Josu Maiora, Manuel Graña
- "Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge"
- HAIS 2013, Salamanca, 11-13 September, 2013.
- Borja Ayerdi, Alexandre Savio, Manuel Graña
- "Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features"
- J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013)
- Borja Ayerdi, Manuel Graña
- "On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest"
- WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.
- Darya Chyzhyk, Borja Ayerdi, Josu Maiora
- "Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation"
- Pattern Recognition Letters
- JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]
- Josu Maiora, Borja Ayerdi, Manuel Graña
- "Random Forest Active Learning for Computed Tomography Angiography Image Segmentation"
- Neurocomputing
- JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]
2012
- Borja Ayerdi Vilches, Manuel Graña
- "Hybrid Extreme Rotation Forest".
- ELM 2012, Singapore, 11-13 December, 2012.
- Borja Ayerdi, Josu Maiora, Manuel Graña
- "Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation".
- Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548). IEEE.
2010
- Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña
- "Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks"
- Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499.
Conferences
- PyData 2014, Berlin ,25-27 July 2014.
- Europython 2014, Berlin ,21-27 July 2014.
- ELM 2013, Beijing, October 15-17, 2013.
- HAIS 2013, Salamanca, 11-13 September, 2013.
- WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.
- IWINAC 2013, Mallorca, 10-14 June, 2013.
- FIA 2013, Dublin, 8-10 May, 2013.
- ELM 2012, Singapore, 11-13 December 2012.
- HIS 2012, Pune (India), 04-07 December 2012.
Reviewer
- KES 2012
- Pattern Recognition Letters
- Neurocomputing
- IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)
- Pattern Analysis and Applications
- InMed 2014
Organizer
- Local organizing committee member of Europython 2015 (Europython 2015)
- Local organizing committee member of Python San Sebastian 2014 (Pyss14)
- Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - (INMED 2014) 7, 8 & 9 July 2014, San Sebastian, Spain.
- Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems – (KES 2012) 10, 11 & 12 September 2012, San Sebastian, Spain.
Other activities
- Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)
- Treasurer and board member of the non-profit Euskopython society
- Treasurer and board member of the non-profit Europython society (EPS)
Awards
- Premio Extraordinario de Doctorado (UPV/EHU) [2]
- Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [3][4][5][6][7]
Semana de la ciencia
- XI Semana de la Ciencia 2011 (Diario Vasco)
- XII Semana de la Ciencia 2012
Software
- GIC Source Code
- Hybrid Extreme Rotation Forest (HERF) basic code
- Basic ELM code example
- Adaptative Extreme Rotation Forest (AdaHERF) python code
- Rotation Forest python code
- Unmixing matlab code
Datasets
General Datasets
- The Berkeley Segmentation Dataset and Benchmark
- Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)
- UCI Machine Learning Repository
- Post-processed datasets by Alex Savio.
Hyperspectral Datasets
- Hyperspectral Remote Sensing Scenes
- Our own dataset!
- Foster Hyperspectral Images
- FOI HyperSpectral Images
- Spectir Hyperspectral Images
- Bristol Hyperspecrtal Images
- SourceForge repository
- SourceForge Hyperspectral repository
Medical Datasets
- OASIS
- INDI - 1000 Functional Connectomes Project
- ADNI
- BrainMap
- Fractional Anisotropy Database
- MIDAS
- ABIDE
- COBRE-Schizophrenia
Target journals
- IEEE Transactions on Fuzzy Systems (IF 5.484)
- IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)
- Knowledge-Based Systems (IF 4.104)
- Information Sciences (IF 3.643)
- IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)
- IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))
- Neural Processing Letters (IF 1.240)
Utilities
- Intro 08/09/2014
- JCR
- Web of Knowledge
- Gestión de empleados UPV/EHU
- Gestión de aulas virtuales
- MOODLE
- GAUR
- Eduroam UPV/EHU
- VPN UPV/EHU
- My github
- My LinkedIn
- My Google Scholar
- Brain Cloud Computing (BCC)
- BCIG
- Gitlab
- Beamer appearance cheat sheet
- Neurita free software
- PyJokes
