Richard Couch
Advanced Data Science & Machine Learning Leadership
About
I specialize in leveraging advanced machine learning and data science to transform datasets into substantial revenue opportunities. At PG&E, I lead the development of sophisticated predictive models that protect billions in infrastructure assets through advanced threat detection and risk assessment.
Advanced Analytics Focus
Machine Learning & AI
- Predictive modeling for risk assessment
- Natural Language Processing for threat detection
- Deep learning for pattern recognition
- Time series analysis and forecasting
- Large-scale data processing pipelines
Data Science Applications
- Security analytics at enterprise scale
- Behavioral pattern analysis
- Anomaly detection systems
- Automated decision systems
- Real-time data processing
Key Projects
PG&E Security Analytics Platform
Data Science Product Management Lead / Business Analyst | 2023 - Present Building machine learning systems that:
- Protect billions in critical infrastructure
- Process real-time security data at scale
- Automate threat detection and response
- Drive predictive risk assessment
- Integrate multiple large-scale datasets
LinkedIn Sales Learning Platform
Product Manager / Learning Experience Application Manager | 2020 - 2022 Led data science initiatives that:
- Scaled to 70K+ enterprise users
- Processed millions of learning interactions
- Built recommendation engines
- Automated content organization
Technical Expertise
- Machine Learning: Supervised/Unsupervised Learning, Deep Learning
- Languages: Python (TensorFlow, PyTorch, Scikit-learn), R
- Big Data: Large-scale data processing, ETL pipelines
- Platforms: Palantir Foundry, Enterprise ML Systems
Contact
Berkeley, CA | (510) 480-9488 | organizewithrich@gmail.com | LinkedIn
Specializing in transforming complex datasets into significant revenue opportunities through advanced machine learning.