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Hi 👋, I'm Jiacheng Qiu (Chiu)

I'm a Master of Data Science student at UC San Diego, Halıcıoğlu Data Science Institute

  • 🔭 I’m currently working on Computer Vision [Event-Camera Based Vision (or Dynamic Vision Sensor, DVS)], utilizing technologies such as Pytorch, Pytorch Lightning, and Kubernetes (K8S)(private for now).

  • 🌱 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.

  • 📊 I've led and contributed to several impactful projects, including event camera data based Continuous Human Pose Estimation and Integrated Game Recommendation System utilizing modern databases 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/DL libraries), 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.

  • 👨‍💻 All of my projects are available at https://github.com/j8chiu.

  • 📫 Reach out to CHIU @ [email protected].

  • ⚡ Fun fact I've got a Ph.D. in Dota 2—Piled Higher and Deeper in hero builds and last-minute saves!.

🧰 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.
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/clustering tasks.

Deep Learning: Proficient in GNNs, CNNs, RNNs, and GANs, applying them to computer vision, NLP, and generative tasks.

Topological Data Analysis: Skilled in topological deep learning, utilizing libraries and frameworks to integrate topological features into deep learning models for enhanced predictive capabilities.

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.

Connect with me:

https://www.linkedin.com/in/jiacheng-qiu-17361b1a0/

Languages and Tools:

bash docker git kubernetes linux matlab mongodb mysql opencv oracle pandas postgresql python pytorch redis sass scikit_learn seaborn tensorflow

J8CHIU's Projects

pyhgt icon pyhgt

Code for "Heterogeneous Graph Transformer" (WWW'20), which is based on pytorch_geometric

pytorch-gat icon pytorch-gat

My implementation of the original GAT paper (Veličković et al.). I've additionally included the playground.py file for visualizing the Cora dataset, GAT embeddings, an attention mechanism, and entropy histograms. I've supported both Cora (transductive) and PPI (inductive) examples!

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