Recursos y enlaces a material de computer vision, digital image processing, machine learning, deep learning
Este mini artículo, pretende ser un listado en donde se agrupan recursos relacionados a temas como:
- Inteligencia Artificial IA.
- Computer vision - Visión de computadoras, Visión artificial.
- Procesamiento digital de imágenes con Matlab.
- Speech recognition - Reconocimiento de voz.
- Machine learning - Aprendizaje automático.
Inteligencia Artificial - AI
- Artificial Intelligence Resources. http://aima.cs.berkeley.edu/books.html
- Artificial Inteligence Foundations of Computational Agents 2E. http://artint.info/index.html
- Curso MOOC Udacity, Intro to AI. https://classroom.udacity.com/courses/cs271/
- Página de Peter Norvig. http://www.norvig.com/
- Artificial Intelligence: A modern approach. http://aima.cs.berkeley.edu/
Computer vision - Visión de computadoras
- The Computer Vision Home Page, http://www.cs.cmu.edu/~cil/vision.html
- Digital Image Processing ~ Books and Materials by Wilhelm Burger & Mark Burge https://imagingbook.com/
- Domingo Mery, buen material sobre procesamiento digital de imágenes y visión de computadoras, http://dmery.ing.puc.cl/
- CS 545/ECE 545 Digital Image Processing, Spring Semester 2014, http://web.cs.wpi.edu/~emmanuel/courses/cs545/S14/
- Book Szeliski, http://szeliski.org/Book/.
- Book Computer Vision: models, learning and inference, Simon Prince. http://www.computervisionmodels.com/
- Computational Vision at CALTECH, http://www.vision.caltech.edu/index.html
- Procesamiento digital de imágenes,
- Buen curso de procesamiento de imágenes. http://asignatura.us.es/imagendigital/
- Libro Visión computacional, http://ccc.inaoep.mx/~esucar/Libros/vision-sucar-gomez.pdf
- Image Processing resources, http://homepages.inf.ed.ac.uk/rbf/HIPR2/hipr_top.htm
- Libro Visión artificial industrial. Procesamiento de imágenes para inspección industrial y robótica. Capítulo 4 Imágenes binarias. http://www.librovision.eii.uva.es/framesContenidos.html
- the Serious Computer Vision Blog, https://computervisionblog.wordpress.com/
- Portal de noticias sobre Visión de Computadoras. http://visionporcomputadornoticias.blogspot.com
Procesamiento digital de imágenes Matlab
- Procesamiento de imágenes con Matlab, http://asignatura.us.es/imagendigital/Matlab_PID_1314.pdf
- Blog Steve on Image Processing. http://blogs.mathworks.com/steve/
Machine learning - Aprendizaje automático
- Learn machine learning using these courses, https://www.springboard.com/blog/machine-learning-online-courses/
- Coursera - Aprendizaje automático, https://www.coursera.org/learn/machine-learning
- Learning from data, https://work.caltech.edu/telecourse.html
- Machine learning Andrew NG, http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=MachineLearning
- Machine learning, fall 2015, https://www.csie.ntu.edu.tw/~htlin/course/ml15fall/
- A course in machine learning, el libro es interesante, http://ciml.info/
- Open Course Ware - Machine learning http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-867-machine-learning-fall-2006/index.htm
- Book, Element of statistical learning, http://statweb.stanford.edu/~tibs/ElemStatLearn/
- Buena página con información general de machine learning, http://quantdare.com/
- Varios cursos (machine learning, speech recognition); https://www.isip.piconepress.com/drupal/courses
- Curso Udacity - Deep Leaning, https://www.udacity.com/course/deep-learning--ud730.
- Libro (Free ebook online) Neural Networks and Deep Learning. http://neuralnetworksanddeeplearning.com/
- Deep Learning. http://www.deeplearningbook.org/
- Libro en línea, Deep Learning - MIT. http://www.deeplearningbook.org/
- Deep Learning con GPU's NVIDIA, https://developer.nvidia.com/deep-learning
- Libro An Introduction to Statistical Learning. http://www-bcf.usc.edu/~gareth/ISL/book.html
- Curso de Machine Learning de Tom Mitchell. http://www.cs.cmu.edu/~tom/10701_sp11/
- Curso Deep Learning by Google. https://www.udacity.com/course/deep-learning--ud730
- Machine Learning for Developers, sin dudar un muy buen sitio que baja a tierra las ideas sobre machine learning (RECOMENDADO). http://machinelearningmastery.com/
- Enlaces agrupados sobre machine learning, varios cursos. https://medium.freecodecamp.com/i-ranked-all-the-best-data-science-intro-courses-based-on-thousands-of-data-points-db5dc7e3eb8e#.rshjnlf6a
- Convolucional Neural Networks. https://www.nervanasys.com/convolutional-neural-networks/
- Introduction to Statistical Learning with Applications in R, http://www-bcf.usc.edu/~gareth/ISL/
- EMOOC "Learn R, Python and Data Science", https://campus.datacamp.com/
- In-depth introduction to machine learning in 15 hours of expert videos, http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/
Speech recognition - Reconocimiento de voz
- Fundamentals of Speech Recognition; https://www.isip.piconepress.com/courses/temple/ece_8525/syllabus/current/
Comentarios
Publicar un comentario