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tophercollins/README.md

I'm a Data Science & Machine Learning Practioner with a wide range of experience in Tensforflow, Scikit-Learn and top performing models such as Catboost, XGBoost and LightGBM.

  • D&D Statblock Generator, fine-tuned Llama3 model for producing Dungeons & Dragons monster statblocks, dataset and model deployed on Hugging Face.
  • Smoker Binary Prediction, a classification model using Tenserflow, Catboost, XGBoost, & LightGBM for an ensemble stacking classfier.
  • Handwritten Character Recognition, Computer Vison model for custom EMNIST character recognition including artificially constructed strikethrough characters.
  • D&D Race Classification, a classification problem using Scikit-learn library and models.

I'm also a Dungeons & Dragons / Tabletop RPG / Gaming nerd who utilises programming for building gaming related passion projects.

  • DnDwithToph.com, a Dungeons & Dragons platform for online gameplay & adventures using a Flask framework.
  • Zombie Survival, a turn based survival game written in Python focusing on Object Orientated Programming.

For a full catalogue of projects, see my Portfolio.

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  1. smoker-binary-prediction smoker-binary-prediction Public

    A Binary Prediction of Smoker Status using Bio-Signals for Kaggle's Playground Series. An ensemble stack Neural Network model combining Catboost, XGBoost, LightGBM and Random Forest Classifier models.

    Jupyter Notebook

  2. dndwithtoph-eda dndwithtoph-eda Public

    Exploratory data analysis of DnDwithToph using Pandas, Numpy, Matplotlib and Seaborn.

    Jupyter Notebook

  3. dnd-statblock-generator dnd-statblock-generator Public

    A fine-tuned Llama3-8b model for generating Dungeons & Dragons statblocks.

    Jupyter Notebook

  4. handwritten-character-recognition handwritten-character-recognition Public

    Computer Vison model for custom handwritten character recognition including strikethrough characters.

    Jupyter Notebook

  5. dnd-race-classification dnd-race-classification Public

    An end-to-end Machine Learning Classification Project using Scikit-learn.

    Jupyter Notebook

  6. zombie-survival zombie-survival Public

    A Python text-based resource management survival game, exploring Object-Orientated Programming.

    Jupyter Notebook