Ambos lados, revisión anteriorRevisión previaPróxima revisión | Revisión previa |
materias:pln:2019:teoricos [2019/08/01 23:00] – francolq | materias:pln:2019:teoricos [2019/09/20 10:59] (actual) – francolq |
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* [[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]]** |
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===== 14va clase: 6 de mayo ===== | ===== 14va clase: 6 de mayo ===== |
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| {{:materias:pln:2019:deepmeme.png?direct&400|}} |
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* Introducción a Redes Neuronales: | * Introducción a Redes Neuronales: |
* [[https://www.youtube.com/watch?v=8CWyBNX6eDo&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=3|Neural Networks]] | * [[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]] | * [[https://www.youtube.com/watch?v=yLYHDSv-288&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=4|Backpropagation (cs224n lecture 4)]] |
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===== 15va clase: 9 de mayo ===== | ===== 15va clase: 9 de mayo ===== |
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* 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)]] |
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* Links: | * Links: |
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===== 17ma clase: 16 de mayo ===== | ===== 17ma clase: 16 de mayo ===== |
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{{:materias:pln:2019:deepmeme.png?direct&400|}} | |
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* Traducción Automática y modelos "sequence to sequence": | * Traducción Automática y modelos "sequence to sequence": |
* [[https://www.youtube.com/watch?v=XXtpJxZBa2c&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=8| Translation, Seq2Seq, Attention]] | * [[https://www.youtube.com/watch?v=XXtpJxZBa2c&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=8| Translation, Seq2Seq, Attention (cs224n lecture 8)]] |
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| ===== 20 y 23 de mayo ===== |
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| Semana de mayo sin clases teóricas. |
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| ===== 18va clase: 27 de mayo ===== |
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| * [[https://www.youtube.com/watch?v=fyqm8fRDgl0&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=10|Practical Tips for Projects (cs224n lecture 9)]] |
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| ===== 19na clase: 30 de mayo ===== |
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| * [[https://www.youtube.com/watch?v=yIdF-17HwSk&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=11|Question Answering (cs224n lecture 10)]] |
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| ===== 20va clase: 3 de junio ===== |
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| * [[https://www.youtube.com/watch?v=EAJoRA0KX7I&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=12|Convolutional Networks for NLP (cs224n lecture 11)]] |
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| ===== 21va clase: 6 de junio ===== |
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| * [[https://www.youtube.com/watch?v=S-CspeZ8FHc&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=14|Contextual Word Embeddings (cs224n lecture 13)]] |
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| * Links: |
| * [[http://nlp.seas.harvard.edu/2018/04/03/attention.html|The Annotated Transformer]] (Alexander Rush) |
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| ===== 10 de junio ===== |
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| No hubo (profesor lesionado). |
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| ===== 22va clase: 13 de junio ===== |
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| * [[https://www.youtube.com/watch?v=3wWZBGN-iX8&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z&index=21|Future of NLP + Deep Learning (cs224n lecture 20)]] |
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| ===== 17 y 20 de junio ===== |
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| ¡Feriados y fin de clases! |