ML-on-code-programming-source-code.md

ML on Code/Programm/Source Code

• Talk: Learning to Type by Liam Atkinson at the ml4p.org conference in 2018 [deadlink]
• Awesome ML on Source Code
• Machine Learning on Go Code
• ML on Source Code
• Introducing Experiments, an ongoing research effort from GitHub
• C# or Java? TypeScript or JavaScript? Machine learning based classification of programming languages
• Introducing the CodeSearchNet challenge
  • CodeSearchNet Challenge | CodeSearchNet Challenge: Evaluating the State of Semantic Code Search | leaderboard | technical report
  • TreeSitter | data preprocessing pipeline
  • Transformer
  • CodeSearchNet Corpus on S3 bucket
  • Baseline models | BERT
  • StaQC
• Towards Natural Language Semantic Code Search
  • Semantic Search
  • Sequence-to-sequence
  • tree-based LSTMs
  • gated-graph networks
  • Fine-tuning Deep Learning models in Keras
  • BLEU Score
  • Universal Sentence Encoder | Tensorflow Hub
  • Neural language model | fast.ai
  • AWD LSTMs | cyclical learning rates | Universal Language Model Fine-tuning for Text Classification
  • A python tool for evaluating the quality of sentence embeddings
  • Cosine Proximity Loss | Efficient Natural Language Response Suggestion for Smart Reply
  • open-source end-to-end tutorial
  • Code Search implemented in Kubeflow | kubeflow
  • Live demo of Semantic Code Search | Experiments site
• ML for Detecting Code Bugs
• Machine Learning on Source Code
• ML on Code devroom at FOSDEM
• The Open Source Show: Machine Learning on Code by Rob Caron, Lacey Butler, Allison Cordle
• Machine Learning for Programming - conference held in 2018 in Oxford, UK
• A Transformer-based Approach for Source Code Summarization
• Text generation models in action - code autocompletion:
  • TabNine
  • https://github.com/Quantum-Game/quantum-tensors | https://transformer.huggingface.co/doc/gpt2-large (just not Markov Model, but some LSTM or maybe even Transformer)
• TransCoder: An AI from Facebook that uses seq2seq attention model composed of encoder and decoder with transformer architecture to translate code from one programming language to another: Paper | Press release
• Codist AI: Let the AI write your code comments
• A repo where we have slides, notebooks, etc. related to ml-on-code by Shubhadeep Roychoudary (@rcshubhadeep)
• GitHub Co-pilot
• An open-source, mini imitation of Github Copilot
• Python-based machine learning project: Code Generator for ML:
  • demo
  • repo

Contributing

Contributions are very welcome, please share back with the wider community (and get credited for it)!

Please have a look at the CONTRIBUTING guidelines, also have a read about our licensing policy.

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