https://github.com/hamidzr/next-block-prediction

Next block prediction in the block base visual programming environment, NetsBlox
https://github.com/hamidzr/next-block-prediction

keras rnn tensorflow word2vec

Last synced: 3 months ago
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Next block prediction in the block base visual programming environment, NetsBlox

• Host: GitHub
• URL: https://github.com/hamidzr/next-block-prediction
• Owner: hamidzr
• License: mit
• Created: 2017-10-18T23:42:37.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2017-12-17T00:10:03.000Z (over 7 years ago)
• Last Synced: 2025-01-21T00:45:44.285Z (4 months ago)
• Topics: keras, rnn, tensorflow, word2vec
• Language: HTML
• Homepage:
• Size: 403 KB
• Stars: 1
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# NextBlock prediction in NetsBlox

## Data

The raw dataset can be found at https://github.com/TUDelftScratchLab/ScratchDataset

- my snap analyzer is [here](https://github.com/hamidzr/snap-analyzer)

    - parsing projects into words and sentences.

- tokenize and visualize the data

    - what are the probability distributions

    

## Model

- NGrams with different Ns

- RNN with one hot encoding

    - GRU, LTSM, Regularization (dropout, batch normalizaiton), RELU

- Word embedding, word2vec

    - dimensiality reduction for representation (T-SNE)

- RNN with word2vec embeddings

## Env Variables

- `MAX_SCRIPT_SIZE` defaults to 40