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Exploring and learning
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Exploring and learning

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SoyGema/README.md

Hi there 👋 This is Gema!

  • 🔭 I’m currently working on Data Science and Machine Learning
  • 🌱 I’m currently learning advanced Python and AI Alignment.
  • 📫 How to reach me: at twitter @SoyGema
Portfolio

+Dice Game Probability exercise In this exercise you can see more about how I structure code and solve some probabilistic questions taking into account a Dice-Game. Find the challenge description here and code above.

+Data Exploration Squirrels Dataset General Data Science exploration : In this exercise you can see more about how I think from an analytical perspective and which tools I use for data exploration.

Open Source Tutorials

+StarCraft 2 Codelab In this project I've created a codelab to share with the community some of the machine learning fundamentals I've learnt about open source research with StarCraft 2 DeepMind project.

+Satellite orbit prediction with DVC VSCode Open Source extension Workshop given at PyDayBCN 2022. In this workshop we predict kinematic orbit for 600 Satellites making machine learning experiments with Multioutput Random Forest Regressor.

Research Projects

+NeuRIPS 2020 Participation in NeuRIPS 2020 Workshop WordPlay: When language meets games with the videogame Mempathy. This projects benchmarks some experiments with Imitation and Reinforcement Learning in language oriented games.

+ICML 2021 Poster session in WiML Unworkshop.

+AI Alignment BlueDot Final Multiagent Reinforcement Learning exercise for BlueDot AI Alignment course

Machine Learning and videogames blogposts

+StarCraft II Unplugged BlogPost about latest developments released by Deepmind at NeuRIPS2021 DRL workshop. It includes figures and videos made to interpret and communicate papers results.

+Interactive Narrative control : safety and aligment of language agents Technical blogpost article about PPLM research implementation for Mempathy.

Recent activity
  1. Comment on issue #4919
  2. Comment on PR #9606
  3. Read OSS paper
  4. Comment issue #1493
  5. Comment isue #5104
  6. Read OSINT paper
  7. Read AI OSS paper

Historical activity can be found here

Graph

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  1. Startcraft_pysc2_minigames Startcraft_pysc2_minigames Public

    Startcraft II Machine Learning research with DeepMind pysc2 python library .mini-games and agents.

    Python 132 14

  2. pySC2_minigames pySC2_minigames Public

    Curated list of pysc2 mini-games . Singleton Environmnets.Debugged by @SoyGema and mini-game authors

    43 3

  3. pulling_ace pulling_ace Public

    Python 4

  4. MARL-Melting-pot MARL-Melting-pot Public

    Repository containing Melting-pot DeepMind environment

    Python