Share your project proposal for Autumn 2017 here

[xavigiro]

Reply to this issue with a link to your slides to present in class. Presentation should be 5 minutes or less. Make sure your slides are public.

[itziarsagas]

https://docs.google.com/presentation/d/10XbXRTdtYYcssnAKPS28gUTZp1AI-L73SH970vkNuHI/edit?usp=sharing

[suchotomas]

https://docs.google.com/presentation/d/1uq8WhBmG05wTb2MY4bscrkHLWhMFEDTSQLMItdJ8ZvE/edit?usp=sharing

[sanchezirina]

Team 3: https://docs.google.com/presentation/d/1q_MCMHIE1f6FL4AXCMIntVXbhiL9p5mbmbqd0b1k3xY/edit?usp=sharing

[miquelferrarons]

Team 9: https://docs.google.com/presentation/d/1HdSCEDUt6EvApD-BUfKUwQAA-gXZoXTF1U-nS0cdno4/edit?usp=sharing

[epallas]

Team 2: https://docs.google.com/presentation/d/1GZ6TSbGliHBHg0DAe7McC2erlyYc0FohIQ5ZfmDDP4c/edit?usp=sharing

[sprkrd]

Team 5: https://docs.google.com/presentation/d/1nOD_8r3LfWrmjXYNBHbtGOa2-9YQ8cK5k1J1jCbFVZY/edit?usp=sharing

[Gonaco]

Team 7: https://drive.google.com/file/d/1rYAjNQzUjMsIafw-C3-QpZVZmgV5Zcco/view?usp=sharing

[mattia-lecci]

Team 4: https://drive.google.com/open?id=1_LV5Vv87f6YRdvTXb0BbG-rhZ57WRMJEAd2Iij86nN8

[xavigiro]

Style transfer example

• Check these slides from Amaia Salvador.
• Check this video from Amaia.

Team 8: Text generation

• This project is similar to the Smart text project from DLSL Winter School 2017.

• Check the lectures on Language Modelling and Word Embeddings on our DLSL Winter School 2017.

  Team 3: Face Generation using GANs

• If generative model does not work, you may also try to solve this task from a retrieval perspective. This would mean splitting the speech into windows and retrieving the most similar video clip. In order to solve that, you would need to train a joint embedding space (as Amaia Salvador's Pic2Recipe CVPR 2017 or current research by Dídac Surís).

• You may have a problem of mode collapse.

• You may also consider solving the problem with a supervised approach (as in You said that, BMVC 2017).

Team 2: Super Mario 64 Neuralkart

• Extracting the position over the map with a CNN could be a nice deep learning problem.

• Explore the Action space, which is relevant to reinforcement learning, but maybe not so much for deep learning.

Team 9: Extremely multiclass image recognition

• Challenges in class balancing.
• Maybe a tree-based classification scheme may be useful.
• Check at the work on one-shot learning.

Team 5: Starcraft

• This is a challenging task.

Team 7: Text Normalization Challenge

• Suggest the BLEU score to show how well it performs.

Team 4: Dog Breed Classification

• There exist different techniques to search for hyperparameters: grid search, random search...