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Machine Learning in Production
Deep Dive into Dato Predictive Services
Ping Wang ([email protected])Principal Engineer, Dato Inc. datoinc
Hello my name is..
Ping Wang Principal Engineer at Dato
Was: * Teacher * Cofounder of a startup
Loves: * Nature
2
About Dato!
Agenda
• Overview of Dato Machine Learning Platform• Machine Learning in Production • Dato Predictive Services
Sample Intelligent Application Deploy and Serve Monitor and Manage Evaluate and Experiment
Agenda
• Overview of Dato Machine Learning Platform• Machine Learning in Production • Dato Predictive Services
Sample Intelligent Application Deploy and Serve Monitor and Manage Evaluate and Experiment
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Intelligent Applicationspowered byMACHINE LEARNING
are driving Business innovation
• Book ID: List of recommended books• Image URL: List of similar images• Transaction info: Fraud yes/no
• Recommender• Image Search• Fraud Detection
Machine Learning in Production – The Challenges
Build / Train Models
Deploy/Serve
Monitor/Manage
Evaluate / Experime
nt
Online Experimentati
on
Monitor /Manage
Product Usage
Information
DeployModel
Batch Retraining
Agenda
• Overview of Dato Machine Learning Platform• Machine Learning in Production • Dato Predictive Services
Sample Intelligent Application Deploy and Serve Monitor and Manage Evaluate and Experiment
Dato Predictive Services Deploy/
Serve
Manage/Monitor
Evaluate / Experime
nt
Online Experimentati
on
Monitor /Manage
Product Usage
Information
DeployModel
Dato Predictive Services
…Models:
Agenda
• Overview of Dato Machine Learning Platform• Machine Learning in Production • Dato Predictive Services
Sample Intelligent Application Deploy and Serve Monitor and Manage Evaluate and Experiment
Demo
Sample Intelligent App – Book Recommender
Dato Predictive Services Deploy/
Serve
Manage/Monitor
Evaluate / Experime
nt
Online Experimentati
on
Monitor /Manage
Product Usage
Information
DeployModel
Dato Predictive Services
…Models:
Deployment Options
Demo
Deploying Machine Learning Models with Dato Predictive Services
Dato Predictive Services Deploy/
Serve
Manage/Monitor
Evaluate / Experime
nt
Online Experimentat
ion
Monitor / Manage
Product Usage
information
DeployModel
Dato Predictive Services
…Models:
Demo
Monitoring and Manage
Dato Predictive Services Deploy/
Serve
Manage/Monitor
Evaluate / Experime
nt
Online Experimentatio
n
Monitor /Manage
Product Usage
information
DeployModel
Dato Predictive Services
…Models:
Demo
Evaluate and Experiment with Models in Production
SummaryDeploy/Serve
Manage/Monitor
Evaluate / Experime
nt
Online Experimentati
on
Monitor /Manage
Product Usage
Information
DeployModel
Dato Predictive Services
…Models:
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For more information, visit Dato.comDato ML Platform Overview
Predictive Service User Guide
Deploy Predictive Service on premises
Thank you for joining!
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Questions
Thank you for joining!
![Predictive Data Mining or Supervised Machine Learning [Classification]](https://img.dokumen.tips/doc/110x75/56649f425503460f94c6261e/predictive-data-mining-or-supervised-machine-learning-classification.jpg)
