Experience

Metis

• United States
• Higher Education
• 1 - 100 Employee

• Data Scientist

  • Sep 2019 - Present

  Developed four data science projects as part of a competitive 12-week immersive program with a focus on Machine Learning, Statistics, and Programming. Projects include: Competitive Pricing for AirBnB Listings • Extracted frequently occupied listings from Tokyo AirBnB data to identify actionable features that can improve a listing's marketability • Used extensive exploratory data analysis, feature engineering, and regression models to build a pricing recommender • Identified most similar listings using unsupervised clustering for hosts to compare prices AmazonHelp Customer Service Chatbot (NLP) • Trained a first level customer service chatbot on Twitter conversations between AmazonHelp and consumers • Utilized TorchText to clean, process, and batch text data • Implemented a seq2seq model in PyTorch to generate meaningful responses to consumer queries Network Intrusion Detection (Classification) • Utilized network data from the Canadian Institute of Cybersecurity to build a threat detection model for web-based attacks (Brute Force, SQL Injection) • Identified best model by comparing prediction time and performance of various classification models such as XGBoost, RandomForest, Logistic Regression, and Support Vector Machines Airline Tarmac Delay Predictions • Used BeautifulSoup and Selenium to web scrape 3 months of weather and flight data • Compared 10 popular airports and 4 major airlines to identify factors contributing to tarmac delays • Trained and optimized a linear regression model to effectively predict delays and improve runway sequencing Show less



Genentech

• United States
• Biotechnology Research
• 700 & Above Employee

• IT Service Desk Intern

  • Jul 2016 - Apr 2017

  • Independently isolated and resolved various technical issues with enterprise applications such as touchpoint • Maintained logs of issues and effectively communicated with end users to ensure smooth workflow • Consistently hit 90% resolution rate • Independently isolated and resolved various technical issues with enterprise applications such as touchpoint • Maintained logs of issues and effectively communicated with end users to ensure smooth workflow • Consistently hit 90% resolution rate