| 30 Sep |
- Image captioning: implementing a network to generate captions for input images.
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| 23 Sep |
- Review of the SQuAD dataset and Question Answering task.
- Convolutional Neural Networks, a simple classification of MNIST.
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| 16 Sep |
- Review of Collobert et al, Natural Language Processing (Almost) from Scratch, 2010.
- Generative RNN models, Sequence to Sequence architecture. Application to a toy tasks, such as arithmetics, chatbot, decimal to binary conversion, etc.
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| 9 Sep |
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| 2 Sep |
Review of two papers:
- P. Turney, From Frequency to Meaning: Vector Space Models of Semantics, 2010.
- Bolukbasi et al, Man is to Computer Programmer as Woman is to Homemaker, 2016.
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| 26 Aug |
- Initiating Farsi NLP tracker, a collection of NLP datasets for Farsi.
- Imbalanced classification
- Precision/Recall/F1
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| 19 Aug |
- Optimizers (presentation by Alireza Moradi)
- NER task for Farsi on Persian-NER
- TimeDistributed layer in Keras
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| 12 Aug |
- Feeding pre-trained embeddings (fastText)
- Freezing vs. tuning weights
- More on recurrent neural networks (what is "unit" size?)
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| 4 Aug |
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| 29 July |
- Understanding the concept of semantic representation: Word embeddings (Word2vec)
- Implementing a sentiment analysis model on DigiKala data, using LSTMs in Keras
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| 22 July |
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| 15 July |
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| 8 July |
Introduction to the study group: aims and objectives.
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