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Ting-DS/README.md

Hi, I'm Ting Lu

I am passionate about solving real-world problems through data-driven technology. I am a budding Data Scientist and Statistician. My main interest lies in Statistical Inference, Machine Learning, and Big Data Engineering, and I have ample practical and research experience in Causal Inference, A/B Testing, Longitudinal and Survival Analysis, EHR & Claims Data Analysis, and Clinical Trials.


Ting-DS

Tech Stack

Python SAS Amazon AWS Tableau R
MySQL Flask SQL Server Git Airflow Cassendra
Hadoop HTML CSS Spark TensorFlow Power BI Google Cloud

Connect with me

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  1. Data-Scientist-Nanodegreee-Udacity Data-Scientist-Nanodegreee-Udacity Public

    Media Big Data Analysis using Spark & AWS EMR, Data Storytelling, Build ETL & Machine Learning Pipeline for NLP tasks, A/B Testing Design & Post-Analysis & Customer Targeting, build time series das…

    Jupyter Notebook 1

  2. Data-Engineering-with-AWS-Nanodegree Data-Engineering-with-AWS-Nanodegree Public

    Data Modeling, Airflow, Spark, Apache Cassandra, Data Warehouse, Data Lakehouse, AWS S3, AWS Redshift, AWS Athena, AWS Glue Studio

    Python 2 1

  3. AI-for-Healthcare-Data AI-for-Healthcare-Data Public

    Clinical Analysis and Modeling for EHR data, 2D and 3D medical imaging data, applying Pydicom, Pytorch, Keras-tensorflow, with medical and healthcare regulations and standards, for FDA submission

    Jupyter Notebook 4 1

  4. AWS-Machine-Learning-Engineer-Nanodegree AWS-Machine-Learning-Engineer-Nanodegree Public

    ML Lifecycle, AWS Sagemaker, Autogluon, AWS Lambda, feature store, AWS step functions, Model Deployment, Deep Learning with CV and NLP, cloud performance management, Autoscaling, VPC

    Jupyter Notebook 1

  5. Starbucks-Promotion-Strategies-Optimization Starbucks-Promotion-Strategies-Optimization Public

    Maximize business profit by A/B Testing, Post-Analysis, Customer Targeting, User Behavior Analysis, feature engineering, ML Classfier

    Jupyter Notebook 4 1

  6. Tesla-Manufacturing-Data-Quality-Analysis Tesla-Manufacturing-Data-Quality-Analysis Public

    Really interesting OA challenge from Tesla Data Scientist, Statistical Inference, Metric Design & Evaluation, Production data, battery quality

    Jupyter Notebook 2