Junran Yang

Bis 2023, Computer Science, Universität Konstanz

Konstanz, Deutschland

Fähigkeiten und Kenntnisse

Software Development
JavaScript
SQL
Python
Team work
Node.js
Machine learning
Data mining
C++
Swift
Frontend
Engineering
Web
Linux
German
Data Science
Git
ML
English Language
Natural Language Processing
Agile Development
Full-stack development
Cloud Computing
Artificial intelligence
Analytics
Computer Vision

Werdegang

Berufserfahrung von Junran Yang

  • Bis heute 3 Jahre und 2 Monate, seit Apr. 2021

    Research Assistant (CV)

    Max Planck Institute of Animal Behavior

    - Designed an outlier analysis method by iterating deep learning models and using GESD to detect false labels in marker-labeled dataset for publication on CVPR 2023 - Developed a SOTA method for multi-view multi-bird tracking in 3D space utilizing 2D keypoint estimation, multi-view geometry and multi-object tracking - Fine-tuned deep learning models for object detection, pose estimation, and multi-object tracking - Orchestrated model training and evaluation pipeline in both Kubernetes and Slurm cluster

  • 5 Monate, Mai 2023 - Sep. 2023

    Research Assistant (NLP)

    Aalto Science Institute

    - Experimented topic models with GuidedLDA and BERTopic, and performed named entity recognition with HuggingFace models on 760k Inetrnet articles in German - Built a text classification pipeline using LangChain with OpenAI models and instruct-tuned Llama2, benchmarked with other text classification models from HuggingFace - Organized parallel computational tasks in Slurm cluster

  • 1 Jahr und 2 Monate, Nov. 2021 - Dez. 2022

    Research Assistant (Data Analysis)

    University of Konstanz

    - Developed a package to measure user trackability under different levels of browsing history exposure - Built interactive visualizations for statistical correlation between online behaviors and demographics- Developed a package to measure user trackability under different levels of browsing history exposure - Built interactive visualizations for statistical correlation between online behaviors and demographics

Ausbildung von Junran Yang

  • 4 Jahre und 1 Monat, Sep. 2019 - Sep. 2023

    Computer Science

    Universität Konstanz

Sprachen

  • Englisch

    Fließend

  • Chinesisch

    Muttersprache

  • Deutsch

    Grundlagen

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