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shallowManica/README.md

Hi there, I’m Songyu Yang!

Machine Learning Engineer & Data Analyst with 3+ years of experience delivering cutting-edge solutions in ML, computer vision, LLM, cloud computing, and wearable tech. My background spans academia and the finance sector, with a passion for building end-to-end AI systems.


🚀 What I’m Looking For

I’m seeking opportunities to innovate at the intersection of machine learning, Data Analyst, cloud computing, and fintech/biotech — where I can leverage my expertise in end-to-end ML pipelines, big data analytics, and scalable AI deployments.


🛠️ Skills & Tools

ML & AI Programming Cloud & DevOps IoT & Embedded
PyTorch TensorFlow
Scikit-Learn
DeepLabCut, Computer Vision, NLP, Reinforcement Learning, Hyperparameter Tuning
Python C++
Java SQL, PHP, HTML/CSS, Spring Boot
AWS Docker
EC2, S3, SageMaker, Cloud Financial Mgmt
Arduino ESP32
Wearable Tech, Hardware Installation

Additional: Data Analysis, Databases (MySQL), Project Management, Public Speaking, Conceptual Architecture, Web Scraping, etc.


💼 Experience Highlights

  • RAG-based PDF Analysis & NLP: Achieved 97% accuracy extracting data via LangChain & GPT models
  • Rodent Pose Estimation: Leveraged DeepLabCut, PCA, and KMeans to map neural signals to pose changes
  • “Heaven-Met” Smart Helmet: Built an Arduino/ESP32 wearable with GPS tracking and real-time data feed
  • AWS DeepRacer: Secured 2nd place using custom RL (Proximal Policy Optimization), 12s fastest lap
  • China Minsheng Bank: Improved fixed-asset query responses by 40% with optimized databases and back-end solutions

🎓 Education

  • MEng, Electrical & Computer Engineering — University of Toronto (2023–2025)
  • BComp, Computer Science (AI Option) — Queen’s University (2019–2023)
  • Exchange Program — The Chinese University of Hong Kong (2021–2022)

🤝 Let’s Connect!

Thanks for dropping by! Feel free to reach out if you’d like to collaborate on ML, data analytics, or embedded systems.

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  1. Text-Emotion-Classification-NLP Text-Emotion-Classification-NLP Public

    A comprehensive project that implements and compares four neural network architectures—CNN, LSTM, BiGRU, and BERT—for multi-class emotion classification on text data labeled with six emotions. The …

    Jupyter Notebook

  2. Student-System-Website Student-System-Website Public

    The Student System Website is a web-based application designed for managing student information, degree plans, and courses. It features separate portals for students and administrators, allowing th…

    PHP

  3. PyTorch_CAPTCHA_Recognition PyTorch_CAPTCHA_Recognition Public

    Implement CNN using Pytorch for CAPTCHA recognition

    Python

  4. COVID19-Sentiment-Analysis COVID19-Sentiment-Analysis Public

    A deep learning project that classifies COVID-19 tweet sentiments using CNN, ANN, and LSTM models. The project uses the manually tagged "Coronavirus tweets NLP - Text Classification" dataset from K…

    Jupyter Notebook