Passionate and detail-oriented data scientist with a strong foundation in mathematics, numerical simulations, programming, and optimization algorithms from engineering mechanics studies. Experienced in data science through Lighthouse Labs Data Bootcamp, earning a diploma in Data Science. Proficient in programming languages and tools used in data analysis and machine learning. An open-minded problem solver who excels in both individual and team settings.
- Strong mathematical and optimization algorithm background from Engineering Mechanics studies
- Projects involving optimization and numerical simulation: Velocity Field Analysis, Thermal/Structural Coupling Topology Optimization, and more
- Proficient in Python, SQL, and more
- Familiar with Data Science Libraries such as Scikit-Learn, TensorFlow, Keras
- Expertise in Data Visualization tools like Matplotlib, ggplot, Tableau
- Experience with Big Data Technologies like Spark
- Knowledge of ML Techniques: Supervised and Unsupervised Learning, Deep Learning, NLP
- Web Development tools: HTML, CSS, Bootstrap, Flask
- Deployment Tools: Flask, FastAPI, and AWS
- Version Control: Git
- Bilingual: English / Mandarin
- Tools Used:
and more
- Algorithms: GaussianNB, HistGradientBoostingClassifier, and more
- Goal: Predict flight delays based on multiple parameters
- Result: Achieved high performance using various algorithms
- Tools Used:
and more
- Algorithms: SARIMA, LSTM, Dual-input LSTM Model, Prophet, FFT
- Goal: Time-series prediction for e-commerce sales
- Findings: High accuracy in predicting sales related to moon phases and other factors. Repository Link
- Lighthouse Labs (Feb 2023 - Apr 2023): Data Science Diploma
- Berklee College of Music (Sept 2018 - Apr 2020): Master of Music, Music Production
- Chinese Academy of Sciences, Beijing, China (Sept 2005 - July 2008): Ph.D. of Natural Sciences, Solid Earth Physics
- Dalian University of Technology, Dalian, China (Sept 2002 - July 2005): Master of Engineering, Engineering Mechanics
- Dalian University of Technology, Dalian, China (Sept 1998 - July 2002): Bachelor of Engineering, Engineering Mechanics
Dear GitHub Visitors,
I am keenly interested in Data Science and Data Analysis. With a Ph.D. in Solid Earth Physics and extensive experience in Engineering Mechanics, I approach data science with flexibility and creativity. My participation in a data science bootcamp, combined with my academic background, underlines my commitment to this domain.
Feel free to explore my repositories and reach out if you find any mutual interests.
Best,
Peter Xu