aaron lee
Data Scientist at Apple
data scientist apple
Apple
https://www.linkedin.com/company/apple
Data Scientist
Austin
https://media-exp1.licdn.com/dms/image/C560BAQHdAaarsO-eyA/company-logo_100_100/0/1595530301220?e=1655942400&v=beta&t=lXP662hMk1zfbIVzKnghCZiIqJ7XeePPO8E-MoT5fWQ
IBM
https://www.linkedin.com/company/ibm
Data Scientist - IBM Cloud
Implement data science and machine learning solutions for clients using Python, R, Spark, Hive, SQL, MLlib, scikit-learn, XGBoost, Watson etc.
Austin
https://media-exp1.licdn.com/dms/image/C4D0BAQHnDb1Rq_7PNQ/company-logo_100_100/0/1645010927195?e=1655942400&v=beta&t=F3nev5VrIfWUvP9mfk9Kc_yj90MFaIUHvi56h7NPvxY
Kaggle
https://www.linkedin.com/company/kaggle
APTOS 2019 Blindness Detection
Trained convolutional neural networks (ResNet, EfficientNet, etc.) to identify presence and severity of diabetic retinopathy presenting in images of patients' eyes. Leveraged SOTA image augmentation (spatial transformers, GAN-based image stylization)and transfer learning (network finetuning, fixed feature extraction) techniques. Trained on Google Cloud AI Platform with PyTorch.
https://media-exp1.licdn.com/dms/image/C4E0BAQGbmegZ9h1otw/company-logo_100_100/0/1519900543144?e=1655942400&v=beta&t=RHV3Ukr8aUakfA0VrYkCPNQgVI58kCNDV2Vn4KIaGtY
Kaggle
https://www.linkedin.com/company/kaggle
Nomad 2018 Transparent Conductor Identification
Built and trained deep neural networks (Keras, Tensorflow), gradient boosted decision trees (XGBoost, LightGBM, CatBoost), and stacked ensembles to identify promising transparent conductor materials.
Placed 136/883 (top 16%)
https://media-exp1.licdn.com/dms/image/C4E0BAQGbmegZ9h1otw/company-logo_100_100/0/1519900543144?e=1655942400&v=beta&t=RHV3Ukr8aUakfA0VrYkCPNQgVI58kCNDV2Vn4KIaGtY
IBM
https://www.linkedin.com/company/ibm
Extreme Blue Data Science Intern - Watson
Designed and implemented a new Watson Cloud offering that uses speech recognition to automatically caption video content using Python and Node.js.
Austin, Texas
https://media-exp1.licdn.com/dms/image/C4D0BAQHnDb1Rq_7PNQ/company-logo_100_100/0/1645010927195?e=1655942400&v=beta&t=F3nev5VrIfWUvP9mfk9Kc_yj90MFaIUHvi56h7NPvxY
The University of Texas at Dallas
https://www.linkedin.com/company/university-of-texas-at-dallas
Research Engineer - Software Security Lab
Utilized functional programming to write a port of the open-source Binary Analysis Platform's Intel x86 instruction lifter for formal verification.
Richardson, Texas
https://media-exp1.licdn.com/dms/image/C4E0BAQEBYU4_oEvArQ/company-logo_100_100/0/1601995944632?e=1655942400&v=beta&t=AnRV7ij_akzXcvgdMZPP4Q-b1r7Jm9AZckJIW0bMGxs
Cisco
https://www.linkedin.com/company/cisco
Senior Design Project
Led team of students developing a real-time cloud application to manage Cisco's virtual machine resources using Python, Flask, Elasticsearch, Docker, and Rancher.
Richardson, Texas
https://media-exp1.licdn.com/dms/image/C560BAQHIcy_n-VigJA/company-logo_100_100/0/1647476063807?e=1655942400&v=beta&t=XBRKXolKBnVbaHVj4I1ylOhqQxKgJu-aH2gxiVG8DPo
Computer Science
Bachelor's degree
The University of Texas at Dallas
https://www.linkedin.com/school/university-of-texas-at-dallas/
https://media-exp1.licdn.com/dms/image/C4E0BAQEBYU4_oEvArQ/company-logo_100_100/0/1601995944632?e=1655942400&v=beta&t=AnRV7ij_akzXcvgdMZPP4Q-b1r7Jm9AZckJIW0bMGxs
Computer Science
Master's degree
The University of Texas at Dallas
https://www.linkedin.com/school/university-of-texas-at-dallas/
https://media-exp1.licdn.com/dms/image/C4E0BAQEBYU4_oEvArQ/company-logo_100_100/0/1601995944632?e=1655942400&v=beta&t=AnRV7ij_akzXcvgdMZPP4Q-b1r7Jm9AZckJIW0bMGxs
Amazon Echo Dot IoT Security Analysis
Performed traffic and packet analysis, port scanning, etc. and wrote a detailed report describing the device security of Amazon's Echo Dot.
Grocery Sales Time Series Forecast
Skills Used: Scala, Spark, MLlib

Dataset: https://www.kaggle.com/c/favorita-grocery-sales-forecasting/data

Description: Use 4 years of grocery sales data (85 million+ rows) to predict item sales in the future. Did statistical analysis for visualization and feature engineering. Used Spark to build data transformation pipeline, prediction using ensemble of 150 Gradient Boosted Decision Trees, and error analysis.
https://github.com/alee0735/bd-notebooks/blob/master/SalesPrediction.scala
Business Analytics Project (Big Data)
Skills Used: Python, PySpark, Spark RDD

Description: Used Spark to analyze customer ratings of different business, overall customer satisfaction, aggregation, sorting,  ranking of ratings etc. was done with Spark RDDs and functional programming.
https://github.com/alee0735/bd-notebooks/blob/master/AaronLeeAssignment3.ipynb
Cervical Cancer Analysis Project (Big Data/Machine Learning)
Skills Used: Python, Pyspark, Spark Dataframes

Dataset: https://archive.ics.uci.edu/ml/datasets/Cervical+cancer+%28Risk+Factors%29

Description: Objective was to predict malignant/benign instances of cervical cancer. Used Spark to build a data transformation pipeline to perform class indexing into numerical features, data scaling, grid parameter search, cross validation, dimensionality reduction with PCA,  logistic regression classification, and prediction analysis.
https://github.com/alee0735/bd-notebooks/blob/master/A5P3S1.ipynb
Big Data Project - Yelp Restaurant Analytics
Skills Used: Java 7, Maven, Hadoop, MapReduce and Unix.

Description: Tracked user visits, reviews of restaurants, highest/lowest rated restaurants, most satisfied/dissatisfied customers, restaurant ratings across different regions/states,  etc.
https://github.com/alee0735/yelp-restaurant-bigdata/tree/master/BDA2/src/main/java/BigDataA2
Education
The University of Texas at Dallas
https://www.linkedin.com/company/university-of-texas-at-dallas
Computer Science Tutor
Provided personalized teaching sessions for college undergraduates (both CS and non-CS majors).
https://media-exp1.licdn.com/dms/image/C4E0BAQEBYU4_oEvArQ/company-logo_100_100/0/1601995944632?e=1655942400&v=beta&t=AnRV7ij_akzXcvgdMZPP4Q-b1r7Jm9AZckJIW0bMGxs
https://www.linkedin.com/in/nitinsingh3
Nitin Singh
Data Science Manager at Apple
Austin, Texas Metropolitan Area
https://www.linkedin.com/in/steve-sebastian
Steve Sebastian
ML Engineer / Data Scientist at Apple
Austin, TX
https://www.linkedin.com/in/shubhikala
Shubhi Kala
Software Engineer at Apple
Dallas, TX
https://www.linkedin.com/in/tianren-fu-3179a81b0
Tianren Fu
Data Scientist at Robinhood
New York, NY
https://www.linkedin.com/in/tayfunayazma
Tayfun Ayazma, PhD
Data Scientist | Data Analyst | Machine Learning Engineer
Denver Metropolitan Area
https://www.linkedin.com/in/wesleykerr
Wesley Kerr
Senior Principal Data Scientist at Riot Games
Los Angeles, CA
https://www.linkedin.com/in/kellinmcavoy
Kellin McAvoy
Software Engineer at Electronic Arts (EA)
Austin, TX
https://www.linkedin.com/in/edwardgarmon
Edward Garmon
Software Development Engineer at Amazon
Austin, TX
https://www.linkedin.com/in/natashajulka
Natasha Julka
Head of Data at Riot Games
Los Angeles, CA
https://www.linkedin.com/in/rafael-pinto-215558b2
Rafael Pinto
Director, Data Science at IBM
Colorado Springs, CO
https://www.linkedin.com/in/davidcrothers
David Crothers
Analytics, Big Data, Business Intelligence, Financial, Systems & IT Executive
Dallas, TX
https://www.linkedin.com/in/rymanstringer
Ryman Stringer
Hiring ethical and curious Machine Learning Engineers and Software Engineers
Austin, Texas Metropolitan Area
https://www.linkedin.com/in/sooleanchoy
Soolean Choy
Legal Counsel, Competition Law & Policy
San Francisco Bay Area
https://www.linkedin.com/in/charalampospapadimitriou
Charalampos (Harry) Papadimitriou
Data Science Manager at Riot Games
Los Angeles, CA
https://www.linkedin.com/in/cate-harding-137255
Cate Harding
Customer experience leader in retail
San Francisco, CA
https://www.linkedin.com/in/zhaozhenyu
Zhenyu Zhao
Data Science Director at Tencent (Hiring in Palo Alto & Singapore)
San Francisco Bay Area
https://www.linkedin.com/in/amanfj
Amandeep Jiddewar
Machine Learning | Data Scientist | Clean Code Practitioner
Malvern, PA
https://www.linkedin.com/in/bill-dusch
Bill Dusch, PhD
Certified Advisory Data Scientist | Neurodiversity@IBM Global BRG Co-Chair | User Research, CIO, IBM
Raleigh-Durham-Chapel Hill Area
I'm Russian. And I don't have words.I didn't choose this president. No one from my friends and family and everyone I know voted for him.People in…
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Liked by Aaron Lee
As I review resumes for the brilliant MBAs who have applied for IBM Extreme Blue's Technical Leadership program 2022, I want to thank my equally…
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Liked by Aaron Lee
IBM has opened applications for the most challenging technical leadership internship in the industry - IBM Extreme Blue.Extreme Blue matches top…
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Liked by Aaron Lee
Aaron Lee
https://www.linkedin.com/in/aaron-lee-69672064
General Manager
Salem, IN
Aaron Lee
https://www.linkedin.com/in/aaron-lee-7097887
Owner at Aaron Lee Films
Woodacre, CA
Aaron Lee
https://uk.linkedin.com/in/aaron-lee-658a44b8
Chef Consultant
Manchester Area, United Kingdom
Aaron Lee
https://www.linkedin.com/in/aaron-lee-bb601692
Branch Manager at City Electric Supply
New Braunfels, TX
Aaron Lee
https://ca.linkedin.com/in/aaron-lee-045b7934
Managing Director, Global Health Solutions (Canada) Inc. | General Manager, MediFast Inc.
Richmond Hill, ON
https://media-exp1.licdn.com/dms/image/C5607AQFB0bD3maRXag/group-logo_image-shrink_200x200/0/1631436876132?e=1647694800&v=beta&t=5FrcFNzkP5JFrbXWgd157yCBgtAXYIvFdhpiSQzIjFw
Global IBM Extreme Blue Alumni Network
https://www.linkedin.com/groups/8579320