Verified Expert in Engineering
Adan Perez
C# Developer
United States
Member since March 8, 2019
Full-stack
Git
Node.js
Javascript

Since 2014, Matthew has been working professionally in the fields he loves, software and data—culminating in him co-founding the Rubota corporation in 2017. Before that, he spent the past decade at Cornell University conducting scientific research specifically in statistical and biological physics. All in all, Matthew is an engaging, intense communicator with a passion for knowledge and understanding.

Portfolio
StreamEdge Analytics, LLC

Amazon Web Services (AWS), Graphics Processing Unit (GPU), Jupyter, Pandas...

StreamEdge Analytics, LLC

Amazon Web Services (AWS), Graphics Processing Unit (GPU), Jupyter, Pandas...

StreamEdge Analytics, LLC

Amazon Web Services (AWS), Graphics Processing Unit (GPU), Jupyter, Pandas...

Experience
Availability

Part-time

Preferred Environment

Amazon Web Services (AWS), Python, Agile, Pandas, PyTorch, Data Science, Convolutional Neural Networks (CNN), Docker, Containerization, Generative Pre-trained Transformers (GPT)

The most amazing...

...project I've developed was an advanced energy market trading algorithm with multiple machine learning (predictive) and optimization (prescriptive) models.

Work Experience
Active Learning Research: Department of Computer Sciences at George Mason University

Active learning is a special case of machine learning in which a learning algorithm is able to interactively query the user (or some other information source) to obtain the desired outputs at new data points. In statistics literature, it is sometimes also called optimal experimental design. [Wikipedia: https://en.wikipedia.org/wiki/Active_learning_(machine_learning)]

Renewable Energy Market Trading Optimization

Designed and developed Greensmith Energy's first real-time energy market trading process that makes use of advanced optimization models. Successful 30-day operational test by the world's largest producer of electricity, Électricité de France (EDF: https://en.wikipedia.org/wiki/Électricité_de_France) in a CAISO five-minute real-time energy market simulator. [https://en.wikipedia.org/wiki/California_Independent_System_Operator]

Education
Master of Science Degree in Data Analytics Engineering
George Mason University - Fairfax County, Virginia, USA
2014 - 2017
Master of Science Degree in Data Analytics Engineering
George Mason University - Fairfax County, Virginia, USA
2014 - 2017
Master of Science Degree in Data Analytics Engineering
George Mason University - Fairfax County, Virginia, USA
2014 - 2017
Master of Science Degree in Data Analytics Engineering
George Mason University - Fairfax County, Virginia, USA
2014 - 2017
Skills
Libraries/APIs
OpenCV, SpaCy, Natural Language Toolkit (NLTK), Scikit-learn, Pandas, NumPy, PyTorch, Keras, TensorFlow, RAPIDS
Tools
Jupyter, Pytest, pylint, Git, GitHub, Tableau, Gurobi, PyCharm, IntelliJ IDEA, Amazon SageMaker, NVIDIA Jetson
Languages
Python, Java, C++
Paradigms
Testing, Unit Testing, Agile, Object-oriented Programming (OOP), Linear Programming, Anomaly Detection
Platforms
Docker, Amazon Web Services (AWS), Databricks, Linux, Google Cloud Platform (GCP)
Storage
Amazon S3 (AWS S3), PostgreSQL
Other
Machine Learning, Predictive Analytics, Predictive Modeling, Data Analytics, Model Validation, Artificial Intelligence (AI), Computer Vision, Data Science, API Integration, Time Series Analysis, Object Recognition, Computer Vision Algorithms, Image Processing, Neural Networks, Time Series, Forecasting, FastAPI, Containerization, Data Modeling, Algorithms, Data Matching, CSV File Processing, Transformer Models, Software Architecture, Classifier Development, Supervised Learning, Teamwork, Regression, Graphics Processing Unit (GPU), SOLID Principles, Bokeh, Optimization, Mixed-integer Linear Programming, Object Detection, Deep Learning, AI Programming, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNNs), Algorithmic Trading, Natural Language Processing (NLP), Generative Pre-trained Transformers (GPT), OpenAI, PEFT, Abstract Syntax Trees (AST), Chatbots, API Management, APIs, Cloud Platforms, AI Model Intergration, Orchestration, Servers, AI Model Training, Cloud, Models, Amazon Machine Learning, Google Cloud Machine Learning, Edge Compute, Generative Artificial Intelligence (GenAI), Proof of Concept (POC), LoRa, Image Generation, Stable Diffusion, Llama 2, Large Language Models (LLMs), Mistral AI, LangChain
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