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janinamattes/README.md
visitors

Hi there πŸ‘‹ I’m Janina

I’m a Computer Science MS student at the University of Munich, specialising in backend engineering, cloud infrastructure, and machine learning systems. I'm also interested in understanding the weaknesses, behaviours, and inner-workings of AIs; and how we can make these systems more trustworthy and explainable.


What I’m currently working on

  • πŸ”­ Improving my personal website
  • LLM systems:
    • Retrieval-Augmented Generation (RAG)
    • LLM-based code review & pull request automation
    • Evaluation and reliability of LLM outputs
  • Reinforcement Learning & Robotics:
    • Autonomous drone control with model-free RL (project)
    • Autonomous driving & EKF SLAM with ROS 2

Research

πŸ”¬ Interpretability in Diffusion & Flow Matching Models
My most recent work Noise Guided Smooth LFM focuses on the internal representations of large Diffusion and Flow Matching models to enable more understandable and controllable generative systems.


Coding Activity

Logged time spent on different projects today.

Python   3 hrs 38 mins         β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–“β–‘   94.06 %
Docker   13 mins               β–ˆβ–’β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘   05.94 %

Favorite Tech

Tools, languages and other things that I like to work with.

Programming Languages
My Skills

Machine Learning Frameworks
My Skills

Popular repositories Loading

  1. detectron2_dla detectron2_dla Public

    Forked from hpanwar08/detectron2

    Detectron2 for Document Layout Analysis

    Jupyter Notebook 3

  2. Autonomous-Explorer-Drone Autonomous-Explorer-Drone Public

    Machine Learning Controlled Explorer Drone

    Python 3

  3. NoiseGuided-SmoothLFM NoiseGuided-SmoothLFM Public

    Jupyter Notebook 2

  4. google-api-java-client google-api-java-client Public

    Forked from googleapis/google-api-java-client

    Google APIs Client Library for Java

    Java 1

  5. gwt gwt Public

    Forked from gwtproject/gwt

    GWT Open Source Project

    Java 1

  6. android-kubernetes-blockchain android-kubernetes-blockchain Public

    Forked from IBM/android-kubernetes-blockchain

    Build a Blockchain enabled health and fitness app with Android and Kubernetes

    Java 1