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39:16
AI, ML & Data Engineering Follow 1066 Followers

Implementing AutoML Techniques at Salesforce Scale

Posted by Matthew Tovbin  on  Oct 28, 2018 Posted by Matthew Tovbin Follow 0 Followers  on  Oct 28, 2018

Matthew Tovbin shows how to build ML models using AutoML (Salesforce), including techniques for automatic data processing, feature generation, model selection, hyperparameter tuning and evaluation.

39:22
AI, ML & Data Engineering Follow 1066 Followers

Models in Minutes not Months: AI as Microservices

Posted by Sarah Aerni  on  Jun 07, 2018 Posted by Sarah Aerni Follow 0 Followers  on  Jun 07, 2018

Sarah Aerni talks about how Salesforce built an AI platform that scales to thousands of customers.

50:45
AI, ML & Data Engineering Follow 1066 Followers

The Black Swan of Perfectly Interpretable Models

Posted by Mayukh Bhaowal  on  May 22, 2018 Posted by Mayukh Bhaowal Follow 0 Followers , Leah McGuire Follow 0 Followers  on  May 22, 2018

Mayukh Bhaowal, Leah McGuire discuss how Salesforce Einstein made ML more transparent and less of a black box, and how they managed to drive wider adoption of ML.

33:00
DevOps Follow 1015 Followers

Managing Thousands of Data Services @Heroku

Posted by Gabriel Enslein  on  Aug 09, 2017 Posted by Gabriel Enslein Follow 0 Followers  on  Aug 09, 2017

Gabriel Enslein discusses the evolution of fleet orchestration, immutable infrastructure, security auditing for managing data services for many Salesforce customers.

49:07
AI, ML & Data Engineering Follow 1066 Followers

The Lego Model for Machine Learning Pipelines

Posted by Leah McGuire  on  Jan 16, 2016 Posted by Leah McGuire Follow 0 Followers  on  Jan 16, 2016

Leah McGuire describes the machine learning platform Salesforce wrote on top of Spark to modularize data cleaning and feature engineering.

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The Cloud Silver Bullet: Which Caliber Is Right for Me?

Posted by Chris Read  on  Sep 21, 2010 Posted by Chris Read Follow 0 Followers  on  Sep 21, 2010

Chris Read takes a look at clouds from the operations perspective, presenting various types of clouds and their tradeoffs, and the process change the organization needs to go through.

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The Internal Design of Force.com’s Multi-Tenant Architecture

Posted by Craig Weissman  on  Jul 09, 2009 4 Posted by Craig Weissman Follow 1 Followers  on  Jul 09, 2009 4

Craig Weissman, Chief Software Architect at Salesforce.com, presents their multi-tenant architecture, one shared database and one application stack, that has proven to scale well over the years.

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Application Services on the Web: SalesForce.com

Posted by Dave Carroll  on  Apr 11, 2009 Posted by Dave Carroll Follow 0 Followers  on  Apr 11, 2009

Dave Carroll describes Force.com as a platform for creating enterprise applications in the Cloud using web service APIs, server side logic, service oriented application support and ALM services.

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