Skip to content
View shallowManica's full-sized avatar

Highlights

  • Pro

Block or report shallowManica

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 100 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
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.

Pinned Loading

  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