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Hi there 👋

My name is Sihan (Riddle) Wang. I'm a Master of Data Science student at the University of California San Diego, Halıcıoğlu Data Science Institute.

  • 🌱 I specialize in data science, machine learning, and deep learning, with a passion for applying these disciplines to solve complex problems and extract meaningful insights from data.
  • 💼 My professional experiences include internships and projects where I've applied data analysis, machine learning, and computer vision techniques to real-world problems, significantly improving model performance and data processing capabilities.
  • 📊 I've led and contributed to several impactful projects, including an integrated game recommendation system utilizing PostgreSQL, MongoDB, and Neo4j within a Docker environment for efficient management of complex data and user profiles.
  • 🛠 My technical skill set includes:
    • Advanced Programming Languages: Python (with a focus on data science and ML libraries), C++, C#, and HTML for web development and software engineering.
    • Machine Learning/Deep Learning Frameworks: Proficient with PyTorch, TensorFlow, scikit-learn, and experienced in developing algorithms for computer vision and anomaly detection.
    • Big Data Technologies: Hands-on experience with Apache Spark and Hadoop for scalable data processing, and Apache Hive for data warehousing.
    • Database Management: Skilled in SQL databases with practical experience in MySQL, MongoDB, and Neo4j, enabling efficient data storage, manipulation, and complex query execution.
  • 💬 I'm fluent in English and Mandarin, capable of navigating multicultural environments and collaborating effectively in diverse teams.
  • 📫 Reach out to me via email at [email protected] for inquiries or collaboration opportunities.

🧰 Languages and Tools:

Programming Languages

  • Python: Extensive experience for data science, ML, and DL applications, including libraries like Numpy, Pandas, Matplotlib, and frameworks such as PyTorch and TensorFlow.
  • C++ and C#: Solid background in object-oriented programming, enabling efficient software development and system optimization.
  • HTML: Proficient in web development, creating user-friendly interfaces and integrating with backend services.

Databases

  • MySQL & PostgreSQL: Strong foundation in relational database management systems, optimizing data structure and ensuring data integrity.
  • MongoDB: Experienced in NoSQL databases for handling large-scale, unstructured data.
  • Neo4j: Skilled in graph databases, enhancing data relationships and pattern recognition for complex queries and analytics.

ML / DL / Big Data

  • Machine Learning Algorithms: Expertise in K-Nearest Neighbors (KNN), Decision Trees, SVM, and ensemble methods for predictive modeling and classification tasks.
  • Deep Learning: Proficient in CNNs, RNNs, and GANs, applying them to computer vision, NLP, and generative tasks.
  • Data Processing & Analysis: Experienced with big data frameworks like Apache Spark for real-time data processing and analytics, and Apache Hive for querying and managing large datasets.

Sihan Wang's Projects

awesome-ml4co icon awesome-ml4co

Awesome machine learning for combinatorial optimization papers.

colab-deblurganv2 icon colab-deblurganv2

[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

face_detection icon face_detection

Face detection with two methods ( using dlib & training Mask R-CNN)

nerf-slam icon nerf-slam

NeRF-SLAM: Real-Time Dense Monocular SLAM with Neural Radiance Fields. https://arxiv.org/abs/2210.13641 + Sigma-Fusion: Probabilistic Volumetric Fusion for Dense Monocular SLAM https://arxiv.org/abs/2210.01276

stereo_vo icon stereo_vo

The program calculates Stereo Video Odemetry

xlm icon xlm

PyTorch original implementation of Cross-lingual Language Model Pretraining.

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