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timo282/README.md

👋 Hi there!

I'm Timo, a data science enthusiast currently doing my Masters in Statistics and Data Science at LMU Munich and working as a Data Scientist at Liebherr-Aerospace. With a background in Business Informatics – Data Science and hands-on experience in various IT and Data Science projects, I'm passionate about leveraging mathematical methods and algorithms, exploring the power of Machine Learning and AI, in order to uncover new insights and hidden patterns in data, solve complex problems and derive business value from data in various domains.

💻 Projects

My repository encompasses a broad range of different projects, including university projects as well as private projects and competitions: From classical desktop applications in Java (Farming Simulator), and Web-Interfaces with HTML/CSS/JavaScript (Matrix Calculator), to Machine Learning Projects in Python (Tanzanian Pump Prediction & Test Function Simulation), Natural Language Processing ("The Office" Analysis with Speaker Classification and Scene Generation Models & Home Assistant "Hey Jarvis"), Prompt Tuning (Python-Library "Promptolution"), and Computer Vision (Plot Legend Detection), as well as work on optimization (PSO for Optimization of GPs), and interpretability (Feature Effects Empirical Analysis).

🤝 Let's Connect!

Feel free to explore these and other projects on my repository or connect with me on LinkedIn.

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  1. finitearth/promptolution finitearth/promptolution Public

    A framework for prompt optimization and a zoo of prompt optimization algorithms

    Python 6

  2. feature-effect-empirical-analysis feature-effect-empirical-analysis Public

    Interpretable ML Research Project at LMU Munich: Quantifying the the feature effect errors of PDP and ALE empirically through simulation studies

    Python 1

  3. NLP-The-Office NLP-The-Office Public

    Leveraging various traditional and modern NLP approaches to analyse a dataset with script lines from the US TV-show "The Office".

    Jupyter Notebook 1 2

  4. REDA-solutions/PlotLegendDetectionCV REDA-solutions/PlotLegendDetectionCV Public

    Repository for competition "Find a legend" by Xeek.ai

    Jupyter Notebook 2

  5. PascalKnoll/Investigation-of-Particle-Swarm-Optimization PascalKnoll/Investigation-of-Particle-Swarm-Optimization Public

    Systematic empirical evaluation of Particle Swarm Optimization for the optimization of Gaussian Process models

    Jupyter Notebook 2 1

  6. mo374z/OptimizationTestfunctionGeneration mo374z/OptimizationTestfunctionGeneration Public

    Development and systematic evaluation of approaches for the simulation of optimization test functions with Machine Learning methods

    Jupyter Notebook 3 1