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Stephen Sequenzia: ML/Data Engineer

I'm a Machine Learning Engineer, Data Engineer, Python Software Engineer and Data Scientist, who continuously applies an innovative mindset to provide an ongoing stream of new ideas, using the latest data science technologies. I have an inquisitive nature and thrive on data experimentation, exploration and discovery.

Technologies & Specializations

Python, TensorFlow, Keras, Neural Networks, Deep Learning, Machine Learning Pipelines, Python Data Structures, Regression, Classification, Algorithmic Trading, Financial Modeling

Algorithms & Models

CNNs, RNNs, Transformers, Attention Mechanisms, Temporal Conv Networks, Autoencoders, Bayesian Neural Networks, ARIMA, Structural Time Series

Projects

Photon: Machine Learning Framework
A machine learning framework that extends the functionality of other frameworks such as TensorFlow & Keras. Photon ML is built to apply neural network and ensemble modeling techniques for deep learning financial algorithms. The framework supports the entire lifecycle of a machine learning project including data preparation, model development, training, monitoring, evaluation and deployment.

Dyson: Modeling Research & Development
An evolving collection of data models and algorithms used to model financial markets including equities, options, futures and crypto assets. The project has grown from only traditional statistical modeling to Machine Learning based modeling which includes deep neural networks and probabilistic reasoning networks.

Maxwell: Machine Learning Preprocessing & Pipelines
A set of custom libraries to handle the unique characteristics of acquisition, preparation and storage of financial market data. These libraries include data connectors (WebSockets/RESTful APIs) to access the data, detect anomalies in hundreds of millions of data points, then cleanse and pre-process to provide high-integrity data modeling. Also included is a set of tools for domain specific feature engineering and labeling of financial market data.

Coding Challenges
A repo of some of the coding challenges I have participated in.

Connect with me

sequenzia.com
appliedtheta.io
linkedin.com/in/sequenzia
[email protected]

My Amateur Astronomy IG

Stephen Sequenzia's Projects

dyson_old icon dyson_old

An evolving collection of data models and algorithms used to model financial markets

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

nes-py icon nes-py

A Python3 NES emulator and OpenAI Gym interface

rl-baselines3-zoo icon rl-baselines3-zoo

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

stable-baselines3 icon stable-baselines3

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

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