Maximo & Javier - Smart Data Products: From prototype to production
Speakers:
Maximo Gurmendez (Speaker) Founder and Chief Engineer, Montevideo Labs
Javier Buquet (Speaker) Senior Data Engineer, Montevideo Labs
Abstract:
Notebooks are a great tool for Big Data. They have drastically changed the way scientists and engineers develop and share ideas. However, most world-class ML products cannot be easily engineered, tested and deployed just by modifying or combining notebooks. Taking a prototype to production with high quality typically involves proper software engineering and process.
At Montevideo Labs we have many years of experience helping our clients to architect large systems capable of processing data at peta-byte scale.
We will share our experience on how we productize ML starting from a prototype to production. Data Scientists should be truly free to use any tool and library available. On the other hand engineers need artifacts that are modular, robust, readable, testable, reusable and performant. We'll outline strategies to bridge these two needs and aid the concepts with a live demo.
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