
Tools/Frameworks: Scikit-Learn, Torch, Keras, Transformers, Fairseq, Stacking/Ensembling, Plotly, Dash.
I specialize in building high precision machine learning models and state-of-the-art deep learning models for natural language processing (NLP). I've helped to build a machine-learning function in 4 companies across every corner of ML. I code every day, spend my time keeping up with all things NLP and deep learning.


Consultant Deep Learning Engineer | 95 Percent Group 2024 - Present | Remote
● Built custom deep-learning model...
Consultant Deep Learning Engineer | 95 Percent Group 2024 - Present | Remote
● Built custom deep-learning models for early childhood education, including production Torch-based modeling workflows.
● Designed scalable model production patterns and research-to-production pipelines for education-focused AI products.
Consultant Quant Engineer/Trader | Avatar Securities 2024 - Present | Remote
● Designed, built, and managed quantitative trading infrastructure spanning signal generation, locates, execution, risk controls, and post-trade analysis.
● Created and deployed US equity strategies and execution methodologies for illiquid stocks, minimizing market impact and improving speed from signal to market.
● Built production systems using Python, AWS, SQL, NLP tooling, LLMs, FastAPI, real-time data, and cloud architecture patterns.
Fractional Head of Data Science | ThinkAlpha 2020 - Present | Remote
● Built ETL pipelines, monitoring, and quantitative database infrastructure for market data across supported assets, integrated with backtesting and live-trading agents.
● Created a natural-language-to-quant engine that translates strategy descriptions into formulas that can be backtested or traded.
● Constructed an OpenAI-based chatbot integrated with market data, news, and EDGAR filings to answer complex market questions.
Consultant Deep Learning Engineer | VoiceOps 2019 - 2021 | Remote
● Led ML-Ops and deep-learning architecture for speech-to-text workflows and transformer-based quality models.
● Built transformer systems for transcription quality scoring, speaker detection, ASR improvement, and cost reduction; prior work reduced transcription costs by approximately 80%.
● Architected geospatial analytics systems mapping physical ad impressions from vehicle and mobile GPS data at global scale.
● B...
● Architected geospatial analytics systems mapping physical ad impressions from vehicle and mobile GPS data at global scale.
● Built automated client reporting, data-enrichment pipelines, and driver-management tooling for operating large vehicle fleets.
● Helped scale the company to multi-million-dollar annual revenue; prior CV notes $5M during tenure and approximately $20M current annual revenue.
Sigmai's proprietary NLP technology enabled our customers to be the first to act on breaking news and allows us to build an incre...
Sigmai's proprietary NLP technology enabled our customers to be the first to act on breaking news and allows us to build an incredible archive of corporate history.
At the time of its acquisition, Sigmai had 15 world-class professionals focused on building the best NLP algorithms in finance. We succeeded in outperforming companies ten times our size. We were able to tune our offering to add a uniquely valuable dataset that allowed hedge fund managers to reduce portfolio volatility - ultimately increasing their value.
With a primary market to hedge funds and buy-side research firms, Sigmai also built a partnership in media analytics. The link between the media and finance is always changing, and Sigmai's purpose was to understand that link.
Sigmai's business operations were acquired by Commetric.