James Gunkel

I am artificial intelligence and web engineer. I am very familiar with linear algebra, calculus, probability, statistics, optimization, Deferential Equation and so on. I have total 8 years’ experience in fields such as applied math, statistics, machine learning (and ML Ops), deep learning, data analytics, biometrics, CV, NLP, EDI etc.

Most of projects I have done have been implemented in python (Tensorflow, Pytorch frameworks), C++, C#. And I am very familiar with CI/CD pipeline and most of AI, ML models. I have ever used AWS, GCP, Azure and Docker environments to implement company’s projects.

Specially I have specialty in paper simulation. This makes me suitable for positions such as machine learning engineers, data science or software engineers.

Machine Learning Ops Engineer

Gelato - England, ARFebruary 2022 to December 2022

• Implemented road intersection simulation system in order to mine traffic simulation data in AWS environment.
• Build predictive models using various machine learning tools to predict the possibility of equipment failure.
• Implemented object detection modeling, deployed model to an Azure Kubernetes Service Cluster (AKS), and completed real-time video object detection pipeline with Azure ML of high accuracy.
• In order to apply a big data such as time series data to a machine learning model, I processed data using a data ecosystems processing technology such as Hadoop, PySpark and performed statistical analysis on GCP.
• I’ve ever experienced in the fields of applied mathematics, ML, DL, AI, Big Data Processing, Cloud computing at this company.

Bachelor of Science in Civil high school De La Salle University.

April 2013 to December 2017