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Hey, I'm Reece

Meyers Reece Lincoln

Lead Machine Learning Engineer at G2Lytics

Welcome to my website! For more information on my education scroll down or check out my Resume below. If you want to explore one of my projects, click on the title/image!

I am located in Nashville, Tennessee and have a strong skill set in building Machine Learning solutions built on AWS services. I have worked in the AI / Machine Learning industry for over 5 years and have gained invaluable knowledge on how to start, run, and manage an analytics centric company - ranging from fundraising with investors / sales meetings to building the actual product solution (plus everything inbetween). A few of my online credentials are listed to the right - click on the images to check them out!

  • Certified Cloud Practicioner on AWS
  • Solutions Architect Associate on AWS
  • Practical Data Science with AWS Services (SageMaker)

There is a ton of information hosted on this site as the notes section contains a lot of my studying and resources for Data Analytics concepts along with some posts that detail my projects that may or may not be hosted on here as well. I have built this site to showcase my abilities and share what I have learned along the way. Happy exploring!

Critical Thinking
Team Work
Interpersonal Skills

Recent Posts

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Project Euler Problems

Move Over LeetCode One of the easiest baseline tests for programming ability is the dreaded LeetCode problems. These questions can range from different programming languages, specific algorithms, databases, dynamic programming, Number Theory, Depth-First Search, and everything in-between. The wide range of topics and categories are meant to allow for someone to either practice their programming abaility to tackle specific concepts or to test someone’s understanding of compute programming while exploring the way in which they are solving a problem.

July 20, 2023 Read
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Analyzing the Transformer Model Research Paper

Attention Is All You Need - Transformer Model Sources: Generative AI with LLMs PAPER: Attention Is All You Need Implementation from harvardnlp These are my notes from reading the published paper on the Transformer Model from 2017. This research paper was published by Google researchers that created the transformer architecture that drastically revolutionized NLP and created the basis for LLMs. This architecture replaced traditional Recurrent Neural Networks (RNNs) and Convolutional Neural Networks (CNNs) by focusing on an attention-based mechanism.

July 11, 2023 Read
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HTTPS Setup on S3 Static Site with CloudFront

The services I am using in this post include: S3 CloudFront Route 53 AWS Certificate Manager Prerequisites: An existing static website hosted in s3 using a custom domain registered with Route 53 Jump to the Good Stuff How do I use CloudFront to serve a static website hosted on Amazon S3? Validating domain ownership Speeding up your website with Amazon CloudFront Requiring HTTPS for communication between viewers and CloudFront After deploying a version or two of my website, I started bombarding my friends to check it out and give me feedback.

June 30, 2023 Read

Projects

reecelincoln.me
reecelincoln.me
Creator Began November 2022

A personal website to share both my professional and personal projects. I used a Hugo Framework with the Toha Theme (found here) and have customized to my needs. It runs as a static website hosted in an S3 Bucket in AWS with Route 53 directing traffic while being managed through AWS CDK.

professional hobby
Project Euler Questions
Project Euler Questions
Student Began June 2022

“Project Euler exists to encourage, challenge, and develop the skills and enjoyment of anyone with an interest in the fascinating world of mathematics.” Check out my answers in the Notes Section!

https://projecteuler.net/about https://github.com/lincolmr/project_euler

hobby academic
Details
Golden/Death Crosses
Golden/Death Crosses
Creator Began December 2021

This is a project I created for fun that uses an AngularJS app for the front-end, powered by a Flask app on the backend where the graph is generated using plotly and hitting the yfinance API for stock data. It uses moving averages on to determine buy/sell signals.

The front-end is hosted in a static S3 bucket and calls the backend through API Gateway that runs the analysis in the Flask app inside a Lambda.

finance hobby
Details
Active/Passive Barometer - Mutual Funds Analysis
Active/Passive Barometer - Mutual Funds Analysis
Data Analyst Intern June 2017 - August 2017

Performance Analysis of Actively Managed Funds and Eaton Vance Funds vs Passively Managed Funds. I prepared and presented the Analysis to the CEO at the end of the summer.

professional finance
Data Science Master Document
Data Science Master Document
Creator Began May 2020

This is my ground truth document to use as a reference for Data Science concepts and approaches. I use this to create different notes on different topics.

professional academic hobby
Details

Education
Georgia Institue of Technology
2020-2022
Master's of Science in Analytics - Analytics and Computational Tracks
Taken Courses
  • Applied Analytics Practicum
  • High-Dimensional Data Analytics
  • Data & Visual Analytics
  • Computational Data Analytics
  • Machine Learning for Trading
  • Statistical Modeling and Regression Analysis
  • Deterministic Optimization
  • Simulation and Modeling
  • Data Analytics in Business
  • Computing for Data Analysis - Methods and Tools
  • Introduction to Analytics Modeling
Vanderbilt University
2014-2018
B.A. in Mathematics with 3 Minors in Computer Science, Financial Economics, and Corporate Strategy
Taken Courses
  • Intermediate Software Design
  • Program Design and Data Structures
  • Methods of Ordinary Differential Equations
  • Probability and Mathematical Statistics
  • Algorithms
  • Intensive Problem Solving
  • Theory of Numbers
  • Numerical Mathematics
  • Discrete Structures
  • Transformation Geometry
  • Programming & Problem Solving
  • Linear Algebra
  • Macroeconomics
  • Microeconomics
  • Financial Accounting
  • Corporate Finance
  • Managerial Accounting
  • Corporate Strategy
  • Financial Management
  • Advanced Marketing
  • Analysis & Management of Financial Risk
Yorktown High School
2010-2014
High School Diploma

Skills

Python
Python

Primary programming language used for developing Data Analytics projects, research, and analysis. Mostly using the following libraries: SciKit-Learn, Keras, SciPy, Pandas, NumPy, Boto3 (AWS SDK), AWS CDK, Matplotlib, Seaborn, Plotly, etc.
Amazon Web Services
Amazon Web Services

Over 5 years experience building and working with AWS Infrastructure to develop Data Analytic solutions. Worked to migrate application to microservices architecture to mitigate costs and improve performance.
Machine Learning and AI
Machine Learning and AI

Extremely knowledgable in ML/AI principles and best practices. Including representation of what models look like and how knowledge is represented, evaluating/differentiating between models, and optimization of models to generate results.
Git
Git

Experienced with git-based development. Mostly, use Github for personal projects and Bitbucket for work projects.
R
R

Performed statistical computing and data analysis to create simulations, graphical representations and design statistical models.
SQL
SQL

Knowledgeable in creating, retrieving, and maintaining data in relational databases using SQL.
JavaScript
JavaScript

Exposure building an Angular application and subsequent components utilizing D3.js visualizations to display analytics results.
Docker
Docker

Exposure to working with containers and turning programs into dockerized containers. Furthermore, I have deployed images in both VMs and AWS ECS.
Data Visualization
Data Visualization

Designed and built visualizations either programmatically from scratch (D3.js), utilizing visualization libraries (matplotlib / plotly / seaborn), or using visualization software (Tableau / Quicksight).