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materias:pln:2019:teoricos [2019/05/13 22:23] francolqmaterias:pln:2019:teoricos [2019/09/20 10:59] (actual) francolq
Línea 11: Línea 11:
   * [[http://web.stanford.edu/class/cs224n/|Natural Language Processing with Deep Learning (Chris Manning, Stanford, 2019)]] ([[https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1184/|Winter 2018]], [[https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1174/|Winter 2017]])   * [[http://web.stanford.edu/class/cs224n/|Natural Language Processing with Deep Learning (Chris Manning, Stanford, 2019)]] ([[https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1184/|Winter 2018]], [[https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1174/|Winter 2017]])
     * **[[https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6|Video Lectures (2017)]]**     * **[[https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6|Video Lectures (2017)]]**
 +    * **[[https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z|Video Lectures (2019)]]**
   * [[http://www.cs.columbia.edu/~cs4705/|Natural Language Processing (Michael Collins, Columbia, 2013)]]   * [[http://www.cs.columbia.edu/~cs4705/|Natural Language Processing (Michael Collins, Columbia, 2013)]]
     * **[[http://academictorrents.com/details/8a8f93e18dd6c46c48ee2936ed500b1ff4cc9175|Torrent]]**     * **[[http://academictorrents.com/details/8a8f93e18dd6c46c48ee2936ed500b1ff4cc9175|Torrent]]**
Línea 71: Línea 72:
  
 ===== 5ta clase: 25 de marzo ===== ===== 5ta clase: 25 de marzo =====
 +
 +{{:materias:pln:2019:errorsmeme.png?direct&400|}}
  
  
Línea 191: Línea 194:
 ===== 14va clase: 6 de mayo ===== ===== 14va clase: 6 de mayo =====
  
 +{{:materias:pln:2019:deepmeme.png?direct&400|}}
 +
 +  * Introducción a Redes Neuronales:
 +    * [[https://www.youtube.com/watch?v=8CWyBNX6eDo&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=3|Neural Networks (cs224n lecture 3)]]
 +    * [[https://www.youtube.com/watch?v=yLYHDSv-288&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=4|Backpropagation (cs224n lecture 4)]]
  
 ===== 15va clase: 9 de mayo ===== ===== 15va clase: 9 de mayo =====
- 
  
   * Charla [[https://drive.google.com/drive/folders/1x09yGkLIRixkvDa1UbeTk913m0AAU2LK|"De 0 a 20 en Redes Neuronales"]]:   * Charla [[https://drive.google.com/drive/folders/1x09yGkLIRixkvDa1UbeTk913m0AAU2LK|"De 0 a 20 en Redes Neuronales"]]:
Línea 203: Línea 210:
  
   * Redes Neuronales Recurrentes:   * Redes Neuronales Recurrentes:
-    * [[https://www.youtube.com/watch?v=iWea12EAu6U&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=6|Language Models and RNNs]] +    * [[https://www.youtube.com/watch?v=iWea12EAu6U&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=6|Language Models and RNNs (cs224n lecture 6)]] 
-    * [[https://www.youtube.com/watch?v=QEw0qEa0E50&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=7|Vanishing Gradients, Fancy RNNs]]+    * [[https://www.youtube.com/watch?v=QEw0qEa0E50&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=7|Vanishing Gradients, Fancy RNNs (cs224n lecture 7)]]
  
   * Links:   * Links:
     * [[http://colah.github.io/posts/2015-08-Understanding-LSTMs/|Understanding LSTM Networks]]     * [[http://colah.github.io/posts/2015-08-Understanding-LSTMs/|Understanding LSTM Networks]]
 +
 +
 +===== 17ma clase: 16 de mayo =====
 +
 +  * Traducción Automática y modelos "sequence to sequence":
 +    * [[https://www.youtube.com/watch?v=XXtpJxZBa2c&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=8| Translation, Seq2Seq, Attention (cs224n lecture 8)]]
 +
 +
 +===== 20 y 23 de mayo =====
 +
 +Semana de mayo sin clases teóricas.
 +
 +
 +===== 18va clase: 27 de mayo =====
 +
 +  * [[https://www.youtube.com/watch?v=fyqm8fRDgl0&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=10|Practical Tips for Projects (cs224n lecture 9)]]
 +
 +
 +
 +===== 19na clase: 30 de mayo =====
 +
 +  * [[https://www.youtube.com/watch?v=yIdF-17HwSk&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=11|Question Answering (cs224n lecture 10)]]
 +
 +
 +===== 20va clase: 3 de junio =====
 +
 +  * [[https://www.youtube.com/watch?v=EAJoRA0KX7I&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=12|Convolutional Networks for NLP (cs224n lecture 11)]]
 +
 +
 +===== 21va clase: 6 de junio =====
 +
 +  * [[https://www.youtube.com/watch?v=S-CspeZ8FHc&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=14|Contextual Word Embeddings (cs224n lecture 13)]]
 +
 +
 +  * Links:
 +    * [[http://nlp.seas.harvard.edu/2018/04/03/attention.html|The Annotated Transformer]] (Alexander Rush)
 +
 +
 +
 +===== 10 de junio =====
 +
 +No hubo (profesor lesionado).
 +
 +
 +===== 22va clase: 13 de junio =====
 +
 +  * [[https://www.youtube.com/watch?v=3wWZBGN-iX8&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=21|Future of NLP + Deep Learning (cs224n lecture 20)]]
 +
 +
 +===== 17 y 20 de junio =====
 +
 +¡Feriados y fin de clases!
 +
materias/pln/2019/teoricos.1557786195.txt.gz · Última modificación: 2019/05/13 22:23 por francolq