John Conway

Rockland County, NY 10901 · (201) 431-6072 · JPatrick9793@gmail.com

Associate (Data Strategy, Architecture, and Governance) at EquiLend, and Master's student at the Georgia Institute of Technology.


Experience

Associate - Data Strategy, Governance, and Architecture

EquiLend

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September 2019 - Present

Lead AI-Engineer

nova IQ

Designed and tested several distributed deep reinforcement learning algorithms such as PPO, DDPG, DQN and A3C for various use-cases including line-haul optimization and pairs trading.

Worked on several NLP use-cases including text summarization, text classification, document clustering, and sentiment analysis using various frameworks such as AllenNLP, Gensim, NLTK, and PyTorch.

Explored several approaches for abstract text summarization including Bert and GPT-2 Transformer transfer learning and bi-directional LSTM encoder-decoder architectures with attention.

September 2018 - September 2019

Project Manager

S&S Fire Suppression Systems

Coordinated between clients, contractors, and technicians to ensure quality service and timely completion of projects.

Designed fire protection system models for optimized hydraulic performance and efficient installation cost.

September 2016 - August 2018

Projects

Resume Website

  • You are looking at it!
  • Redesigned my personal website using AWS S3, Cloudfront, and Certificate Manager.
  • Designed Bootstrap (v4.5.0)
  • Contains links to other projects, repositories, and original website (try for yourself!)

Personal Website

  • Created Personal website using Ubuntu, ApacheHTTP, Python, Flask, and ReactJS.
  • Hosted using AWS Amazon Lightsail.
  • Contains links to various Artificial Intelligence and Machine Learning projects.

Sudoku Solver

  • Application to solve Sudoku Puzzles.
  • Uses AC3 and backtracking search Algorithms.

8-Puzzle Solver

  • Determines the minimum number of moves to solve the 8Puzzle game.
  • Uses A* Heuristic tree searching algorithms.

.SRT File Parser

  • Python script that modifies the timestamp for .SRT subtitle files.
  • For example, if subtitles are 2 seconds too fast, run this parser to alter the timestamps by -2000 milliseconds

Education

Georgia Tech

Masters of Science
  • Computer Science - Machine Learning Specialization
  • GPA: 4.0 (12/30 credits)
August 2019 - Current

University of Massachussets, Amherst

Bachelor of Science
  • Industrial Engineering, Engineering Management Minor
  • Division 1 Competitive Swimmer
September 2011 - September 2015

Certifications

AWS Solutions Architect Associate
May 2020
Engineer in training (E.I.T.) - New York State (#093489)
March 2018
ColumbiaX (edX) - Artificial Intelligence MicroMasters
May 2018

Graduate-level coursework from Columbia University, including Artificial Intelligence (AI), Machine Learning, Robotics, and Animation and CGI Motion.

Udacity - Deep Learning Nanodegree
March 2018

Deep Feed-forward, Convolutional, and Reccurent Neural Networks, and their various usecases, including unsupervised (auto-encoders), supervised (Dog/Cat classifier), and reinforcement learning (Unity QuadCopter).

Udacity - Fullstack Web Developer Nanodegree
January 2018

Nanodegree program covering both front-end (javascript, knockout, ReactJS) and back-end (Python, Flask, Django) web development, as well as deployment projects using AWS Lightsail.


Skills

Languages & Frameworks
Tools
Database

Interests

Currently, I am pursuing a Master's degree in Computer Science at the Georgia Institute of Technology, with a specialization in Machine Learning. In particular, I am most interested in Deep Learning and Reinforcement Learning.

I was a Division 1 Competitive Swimmer at UMass, and competed within the A10 conference champtionships. I like to maintain an active lifestyle involving swimming, running, bike riding, and scuba diving!