Hi there, how can I help?

I am a Machine Learning Engineering Lead working at DataRobot, with a focus on model insights. This includes both explanability of a model’s accuracy and decision making characteristics as well as surfacing bias and fairness attributes of a model and its training data. I am passionate about leveraging machine learning and artificial intelligence to expose the hidden internals of models and improve our understanding of how an AI is actually operating.

At DataRobot, I lead a team of engineers and data scientists in developing cutting-edge model visualizations and interrogation techniques, ensure our clients can easily build models with a focus on fairness, transparency and interpretability. I am also a subject matter expert in architecting complex data portals and systems, such as what we use to create or Model Insights and Prediction Explanations.

In addition to my work at DataRobot, I also have expertise in the following areas:

• Domain Driven Design Training: I have extensive experience in buildings system with and training teams on Domain Driven Design methodologies, which helps in creating clear, scalable and maintainable systems.
• IoT prototyping and development: I have spent a lot of time developing IoT prototypes and building scalable IoT solutions that can help businesses and individuals to better understand the world around them.
• Human Computer Interactions: I am interested in the field of Human Computer Interactions and have been exploring ways to build models that can interact with humans in a natural and intuitive way using large language models such as ChatGPT.

Some interesting Past Projects:

• Built some big data systems (I did a lot of that HMS on the 4d Nucleome project)
• Teaching python and web development, I developed and taught several courses @realpython
• Wrote some interesting articles on software and IoT @my blog
• Won an Arduino and Alexa challenge on @hacksterio

Reach Out

If there is anything I can do to help you achieve your goals, please reach out and let me know. A good email to use is johnsonjp at gmail dot com.