This is a repository for homework and final project from Machine Learning and Having It Deep and Structured (MLDS) 2017 Spring from National Taiwan University.

The course introduces several state-of-the-art machine learning models.

For more information, please refer to the course page.

Language Model

The task is to complete the sentence with multiple choices given the contextual information.

For more details, please refer to the spec.

Seq2seq & Attention

Given a short video, please generate a caption that is appropriate with the video.

For more details, please refer to the spec.

Generative Adversarial Networks

Given some text descriptions, please generate some anime characters' faces that fit the descriptions.

For more details, please refer to the spec.

Seq2Seq & Reinforcement learning

Given a sentence, please generate a response that is appropriate.

For more details, please refer to the spec.

Please refer to On the Effects of Batch Size and Batch Selection in Deep Learning.