Building machine learning powered applications going from idea to product
Learn the skills necessary to design, build, and deploy applications powered by machine learning (ML). Through the course of this hands-on book, you’ll build an example ML-driven application from initial idea to deployed product. Data scientists, software engineers, and product managers—including ex...
Otros Autores: | |
---|---|
Formato: | Libro electrónico |
Idioma: | Inglés |
Publicado: |
Beijing :
O'Reilly
February 2020
|
Edición: | First edition |
Materias: | |
Ver en Biblioteca Universitat Ramon Llull: | https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009630779606719 |
Tabla de Contenidos:
- From product goal to ML framing
- Create a plan
- Build your firest end-to-end pipeline
- Acquire an initial dataset
- Train and evaluate your model
- Debug your ML problems
- Using classifiers for writing recommendations
- Considerations when deploying models
- Choose your deployment option
- Build safeguards for models
- Monitor and update models.