SlideShare a Scribd company logo
The journey toward a
self-service data platform
“Self Service?”
• Clear, easy, enabling
• Minimal (to no) coordination
• “Product mindset”
• “User-centric”
Then & Now
2010 2019
The Business
DVD
Streaming
International
Licensed Original
Original Production
Intl Original ProductionBy BlueMint – https://commons.wikimedia.org/wiki/File:Netflixenvelope.jpg Under CC BY 2.5 License – https://creativecommons.org/licenses/by/2.5/
The People
~2K ~6K
Data Platform - Data
100+ PB
~10s Millions 1+ Trillion
34 TB
Data Platform - Tech
Data Platform - Team
80
ETL
Reporting
DBA
“Tools guy”
MLI, RTDI, UX
BD Compute
& Services,...
4
Me
Infrastructure
Principles / Approaches (MLI)
• Meet users where they are
• Simplify the integrations
• Building blocks
Metaflow
Big Data
Principles / Approaches (Portal)
• Rich metadata
• Iterate
• Virtuous cycle
• Little things
• Buy yourself credibility
• Engineers != designers
Code Too!
import kragle as kg
trans_info = kg.transport.Transporter() 
.source('metacat://prodhive/default/my_table') 
.target('metacat://snowflake/test/demo_table') 
.execute()
Kragle
(aka Big Data API)
Principles / Approaches (Code)
• Choose your own adventure
• Self-service != expertise-free
• Abstractions
• Heavy lifting handled
Jupyter (nteract) ecosystem
• Papermill
• Programmatic notebooks execution (w/params)
• Bookstore
• (Auto)save & version
• Commuter
• Share and Clone notebooks
• ….
Principles / Approaches (Notebooks)
• Weave it into your world
• Reimagine
• Extend ecosystem
(Big Data) Scheduler
With “WAP” & DataAuditor
Higher-level Abstraction
Notebooks Everywhere!
Principles / Approaches (Meson)
• Do the work once
• Create a center of gravity
• Minimize cognitive load
• Don’t take away what’s working
• Go with (and to) the flow
Public Service Announcement
Don’t name it “that”!
“There are only two hard things in Computer
Science: cache invalidation & naming things.”
- Phil Karlton
Project Naming
• Clear is better than clever
• You hear it. You know what it is. (Great!)
• You hear it. Are told what it is. Association
cemented. (Good)
• It’s in a theme (Not so good)
• It’s, it’s…
• What does that tool do again?
• (Sad, typical reality)
Naming Tips
• What does it do?
• Let is soak awhile
• Delegate
• Don’t name it
Education & Support
Key Roles
• (Developer) education
• First responder
• Sub-team on-call
• New: Platform Partners
Principles / Approaches (Edu & Support)
• Need clarity (all around)
• Good at it / like it
• “Drinking your own champagne”
• Establish paved paths
Questions?
http://jobs.netflix.com/

More Related Content

What's hot

Containers Docker Kind Kubernetes Istio
Containers Docker Kind Kubernetes IstioContainers Docker Kind Kubernetes Istio
Containers Docker Kind Kubernetes Istio
Araf Karsh Hamid
 
Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...
Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...
Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...
Flink Forward
 
Data Mesh
Data MeshData Mesh
Serverless Kafka on AWS as Part of a Cloud-native Data Lake Architecture
Serverless Kafka on AWS as Part of a Cloud-native Data Lake ArchitectureServerless Kafka on AWS as Part of a Cloud-native Data Lake Architecture
Serverless Kafka on AWS as Part of a Cloud-native Data Lake Architecture
Kai Wähner
 
Snowflake Overview
Snowflake OverviewSnowflake Overview
Snowflake Overview
Snowflake Computing
 
Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...
Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...
Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...
HostedbyConfluent
 
Introduction to snowflake
Introduction to snowflakeIntroduction to snowflake
Introduction to snowflake
Sunil Gurav
 
Oracle Apex Intoduction.pptx
Oracle Apex Intoduction.pptxOracle Apex Intoduction.pptx
Oracle Apex Intoduction.pptx
AbhishekJha401
 
Azure data analytics platform - A reference architecture
Azure data analytics platform - A reference architecture Azure data analytics platform - A reference architecture
Azure data analytics platform - A reference architecture
Rajesh Kumar
 
Everis big data_wilson_v1.4
Everis big data_wilson_v1.4Everis big data_wilson_v1.4
Everis big data_wilson_v1.4
wilson_lucas
 
Slides: Success Stories for Data-to-Cloud
Slides: Success Stories for Data-to-CloudSlides: Success Stories for Data-to-Cloud
Slides: Success Stories for Data-to-Cloud
DATAVERSITY
 
Ask the expert AEM Assets best practices 092016
Ask the expert  AEM Assets best practices 092016Ask the expert  AEM Assets best practices 092016
Ask the expert AEM Assets best practices 092016
AdobeMarketingCloud
 
Monoliths, Migrations, and Microservices
Monoliths, Migrations, and MicroservicesMonoliths, Migrations, and Microservices
Monoliths, Migrations, and Microservices
Randy Shoup
 
Amazon Kinesis
Amazon KinesisAmazon Kinesis
Amazon Kinesis
Amazon Web Services
 
Microservice architecture design principles
Microservice architecture design principlesMicroservice architecture design principles
Microservice architecture design principles
Sanjoy Kumar Roy
 
Kafka for Real-Time Replication between Edge and Hybrid Cloud
Kafka for Real-Time Replication between Edge and Hybrid CloudKafka for Real-Time Replication between Edge and Hybrid Cloud
Kafka for Real-Time Replication between Edge and Hybrid Cloud
Kai Wähner
 
Databricks for Dummies
Databricks for DummiesDatabricks for Dummies
Databricks for Dummies
Rodney Joyce
 
Data Lake Overview
Data Lake OverviewData Lake Overview
Data Lake Overview
James Serra
 
Evolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in MotionEvolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in Motion
confluent
 
Big Data Redis Mongodb Dynamodb Sharding
Big Data Redis Mongodb Dynamodb ShardingBig Data Redis Mongodb Dynamodb Sharding
Big Data Redis Mongodb Dynamodb Sharding
Araf Karsh Hamid
 

What's hot (20)

Containers Docker Kind Kubernetes Istio
Containers Docker Kind Kubernetes IstioContainers Docker Kind Kubernetes Istio
Containers Docker Kind Kubernetes Istio
 
Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...
Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...
Squirreling Away $640 Billion: How Stripe Leverages Flink for Change Data Cap...
 
Data Mesh
Data MeshData Mesh
Data Mesh
 
Serverless Kafka on AWS as Part of a Cloud-native Data Lake Architecture
Serverless Kafka on AWS as Part of a Cloud-native Data Lake ArchitectureServerless Kafka on AWS as Part of a Cloud-native Data Lake Architecture
Serverless Kafka on AWS as Part of a Cloud-native Data Lake Architecture
 
Snowflake Overview
Snowflake OverviewSnowflake Overview
Snowflake Overview
 
Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...
Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...
Real-time Adaptation of Financial Market Events with Kafka | Cliff Cheng and ...
 
Introduction to snowflake
Introduction to snowflakeIntroduction to snowflake
Introduction to snowflake
 
Oracle Apex Intoduction.pptx
Oracle Apex Intoduction.pptxOracle Apex Intoduction.pptx
Oracle Apex Intoduction.pptx
 
Azure data analytics platform - A reference architecture
Azure data analytics platform - A reference architecture Azure data analytics platform - A reference architecture
Azure data analytics platform - A reference architecture
 
Everis big data_wilson_v1.4
Everis big data_wilson_v1.4Everis big data_wilson_v1.4
Everis big data_wilson_v1.4
 
Slides: Success Stories for Data-to-Cloud
Slides: Success Stories for Data-to-CloudSlides: Success Stories for Data-to-Cloud
Slides: Success Stories for Data-to-Cloud
 
Ask the expert AEM Assets best practices 092016
Ask the expert  AEM Assets best practices 092016Ask the expert  AEM Assets best practices 092016
Ask the expert AEM Assets best practices 092016
 
Monoliths, Migrations, and Microservices
Monoliths, Migrations, and MicroservicesMonoliths, Migrations, and Microservices
Monoliths, Migrations, and Microservices
 
Amazon Kinesis
Amazon KinesisAmazon Kinesis
Amazon Kinesis
 
Microservice architecture design principles
Microservice architecture design principlesMicroservice architecture design principles
Microservice architecture design principles
 
Kafka for Real-Time Replication between Edge and Hybrid Cloud
Kafka for Real-Time Replication between Edge and Hybrid CloudKafka for Real-Time Replication between Edge and Hybrid Cloud
Kafka for Real-Time Replication between Edge and Hybrid Cloud
 
Databricks for Dummies
Databricks for DummiesDatabricks for Dummies
Databricks for Dummies
 
Data Lake Overview
Data Lake OverviewData Lake Overview
Data Lake Overview
 
Evolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in MotionEvolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in Motion
 
Big Data Redis Mongodb Dynamodb Sharding
Big Data Redis Mongodb Dynamodb ShardingBig Data Redis Mongodb Dynamodb Sharding
Big Data Redis Mongodb Dynamodb Sharding
 

Similar to The journey toward a self-service data platform at Netflix - sf 2019

Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...
Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...
Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...Acquia
 
Maintainable Machine Learning Products
Maintainable Machine Learning ProductsMaintainable Machine Learning Products
Maintainable Machine Learning Products
Andrew Musselman
 
How to choose tools for DevOps and Continuous Delivery - #doxlon
How to choose tools for DevOps and Continuous Delivery - #doxlonHow to choose tools for DevOps and Continuous Delivery - #doxlon
How to choose tools for DevOps and Continuous Delivery - #doxlon
Matthew Skelton
 
Matthew Skelton - How to choose tools for DevOps - collaboration over automation
Matthew Skelton - How to choose tools for DevOps - collaboration over automationMatthew Skelton - How to choose tools for DevOps - collaboration over automation
Matthew Skelton - How to choose tools for DevOps - collaboration over automation
Outlyer
 
The Lost Tales of Platform Design (February 2017)
The Lost Tales of Platform Design (February 2017)The Lost Tales of Platform Design (February 2017)
The Lost Tales of Platform Design (February 2017)
Julien SIMON
 
Continuum Analytics and Python
Continuum Analytics and PythonContinuum Analytics and Python
Continuum Analytics and Python
Travis Oliphant
 
POWRR Tools: Lessons learned from an IMLS National Leadership Grant
POWRR Tools: Lessons learned from an IMLS National Leadership GrantPOWRR Tools: Lessons learned from an IMLS National Leadership Grant
POWRR Tools: Lessons learned from an IMLS National Leadership Grant
Lynne Thomas
 
How to choose tools for DevOps and Continuous Delivery - DevOps Cardiff
How to choose tools for DevOps and Continuous Delivery - DevOps CardiffHow to choose tools for DevOps and Continuous Delivery - DevOps Cardiff
How to choose tools for DevOps and Continuous Delivery - DevOps Cardiff
Matthew Skelton
 
Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)
Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)
Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)
Lucas Jellema
 
Navigating the Mess of a Shared drive Migration to SharePoint
Navigating the Mess of a Shared drive Migration to SharePointNavigating the Mess of a Shared drive Migration to SharePoint
Navigating the Mess of a Shared drive Migration to SharePoint
Joanne Klein
 
Large scale computing
Large scale computing Large scale computing
Large scale computing
Bhupesh Bansal
 
How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...
How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...
How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...Matthew Skelton
 
Store, Extract, Transform, Load, Visualize. Untagged Conference
Store, Extract, Transform, Load, Visualize. Untagged ConferenceStore, Extract, Transform, Load, Visualize. Untagged Conference
Store, Extract, Transform, Load, Visualize. Untagged Conference
Ani Lopez
 
OCP-Basics-Dec-2017.pptx
OCP-Basics-Dec-2017.pptxOCP-Basics-Dec-2017.pptx
OCP-Basics-Dec-2017.pptx
Anas Hf
 
(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects
(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects
(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects
Amazon Web Services
 
Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...
Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...
Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...
Joanne Klein
 
Lightweight Documentation: An Agile Approach
Lightweight Documentation: An Agile ApproachLightweight Documentation: An Agile Approach
Lightweight Documentation: An Agile Approach
Stephen Ritchie
 
Data Foundation for Analytics Excellence by Tanimura, cathy from Okta
Data Foundation for Analytics Excellence by Tanimura, cathy from OktaData Foundation for Analytics Excellence by Tanimura, cathy from Okta
Data Foundation for Analytics Excellence by Tanimura, cathy from Okta
Tin Ho
 
How Celtra Optimizes its Advertising Platform with Databricks
How Celtra Optimizes its Advertising Platformwith DatabricksHow Celtra Optimizes its Advertising Platformwith Databricks
How Celtra Optimizes its Advertising Platform with Databricks
Grega Kespret
 
Turning Human Capital into High Performance Organizational Capital
Turning Human Capital into High Performance Organizational CapitalTurning Human Capital into High Performance Organizational Capital
Turning Human Capital into High Performance Organizational Capital
John Willis
 

Similar to The journey toward a self-service data platform at Netflix - sf 2019 (20)

Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...
Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...
Story of Multnomah County: Migrating from Vignette and Building a Drupal Ecos...
 
Maintainable Machine Learning Products
Maintainable Machine Learning ProductsMaintainable Machine Learning Products
Maintainable Machine Learning Products
 
How to choose tools for DevOps and Continuous Delivery - #doxlon
How to choose tools for DevOps and Continuous Delivery - #doxlonHow to choose tools for DevOps and Continuous Delivery - #doxlon
How to choose tools for DevOps and Continuous Delivery - #doxlon
 
Matthew Skelton - How to choose tools for DevOps - collaboration over automation
Matthew Skelton - How to choose tools for DevOps - collaboration over automationMatthew Skelton - How to choose tools for DevOps - collaboration over automation
Matthew Skelton - How to choose tools for DevOps - collaboration over automation
 
The Lost Tales of Platform Design (February 2017)
The Lost Tales of Platform Design (February 2017)The Lost Tales of Platform Design (February 2017)
The Lost Tales of Platform Design (February 2017)
 
Continuum Analytics and Python
Continuum Analytics and PythonContinuum Analytics and Python
Continuum Analytics and Python
 
POWRR Tools: Lessons learned from an IMLS National Leadership Grant
POWRR Tools: Lessons learned from an IMLS National Leadership GrantPOWRR Tools: Lessons learned from an IMLS National Leadership Grant
POWRR Tools: Lessons learned from an IMLS National Leadership Grant
 
How to choose tools for DevOps and Continuous Delivery - DevOps Cardiff
How to choose tools for DevOps and Continuous Delivery - DevOps CardiffHow to choose tools for DevOps and Continuous Delivery - DevOps Cardiff
How to choose tools for DevOps and Continuous Delivery - DevOps Cardiff
 
Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)
Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)
Help me move away from Oracle! (RMOUG Training Days 2022, February 2022)
 
Navigating the Mess of a Shared drive Migration to SharePoint
Navigating the Mess of a Shared drive Migration to SharePointNavigating the Mess of a Shared drive Migration to SharePoint
Navigating the Mess of a Shared drive Migration to SharePoint
 
Large scale computing
Large scale computing Large scale computing
Large scale computing
 
How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...
How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...
How to choose tools for DevOps and Continuous Delivery - DevOps Manchester me...
 
Store, Extract, Transform, Load, Visualize. Untagged Conference
Store, Extract, Transform, Load, Visualize. Untagged ConferenceStore, Extract, Transform, Load, Visualize. Untagged Conference
Store, Extract, Transform, Load, Visualize. Untagged Conference
 
OCP-Basics-Dec-2017.pptx
OCP-Basics-Dec-2017.pptxOCP-Basics-Dec-2017.pptx
OCP-Basics-Dec-2017.pptx
 
(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects
(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects
(SPOT205) 5 Lessons for Managing Massive IT Transformation Projects
 
Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...
Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...
Navigating the mess of a Shared Network Drive Migration to SharePoint - SPS B...
 
Lightweight Documentation: An Agile Approach
Lightweight Documentation: An Agile ApproachLightweight Documentation: An Agile Approach
Lightweight Documentation: An Agile Approach
 
Data Foundation for Analytics Excellence by Tanimura, cathy from Okta
Data Foundation for Analytics Excellence by Tanimura, cathy from OktaData Foundation for Analytics Excellence by Tanimura, cathy from Okta
Data Foundation for Analytics Excellence by Tanimura, cathy from Okta
 
How Celtra Optimizes its Advertising Platform with Databricks
How Celtra Optimizes its Advertising Platformwith DatabricksHow Celtra Optimizes its Advertising Platformwith Databricks
How Celtra Optimizes its Advertising Platform with Databricks
 
Turning Human Capital into High Performance Organizational Capital
Turning Human Capital into High Performance Organizational CapitalTurning Human Capital into High Performance Organizational Capital
Turning Human Capital into High Performance Organizational Capital
 

More from Karthik Murugesan

Rakuten - Recommendation Platform
Rakuten - Recommendation PlatformRakuten - Recommendation Platform
Rakuten - Recommendation Platform
Karthik Murugesan
 
Yahoo's Knowledge Graph - 2014 slides
Yahoo's Knowledge Graph - 2014 slidesYahoo's Knowledge Graph - 2014 slides
Yahoo's Knowledge Graph - 2014 slides
Karthik Murugesan
 
Free servers to build Big Data Systems on: Bing's Approach
Free servers to build Big Data Systems on: Bing's  Approach Free servers to build Big Data Systems on: Bing's  Approach
Free servers to build Big Data Systems on: Bing's Approach
Karthik Murugesan
 
Microsoft cosmos
Microsoft cosmosMicrosoft cosmos
Microsoft cosmos
Karthik Murugesan
 
Microsoft AI Platform - AETHER Introduction
Microsoft AI Platform - AETHER IntroductionMicrosoft AI Platform - AETHER Introduction
Microsoft AI Platform - AETHER Introduction
Karthik Murugesan
 
BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2
BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2
BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2
Karthik Murugesan
 
Lyft data Platform - 2019 slides
Lyft data Platform - 2019 slidesLyft data Platform - 2019 slides
Lyft data Platform - 2019 slides
Karthik Murugesan
 
The Evolution of Spotify Home Architecture - Qcon 2019
The Evolution of Spotify Home Architecture - Qcon 2019The Evolution of Spotify Home Architecture - Qcon 2019
The Evolution of Spotify Home Architecture - Qcon 2019
Karthik Murugesan
 
Unifying Twitter around a single ML platform - Twitter AI Platform 2019
Unifying Twitter around a single ML platform  - Twitter AI Platform 2019Unifying Twitter around a single ML platform  - Twitter AI Platform 2019
Unifying Twitter around a single ML platform - Twitter AI Platform 2019
Karthik Murugesan
 
The magic behind your Lyft ride prices: A case study on machine learning and ...
The magic behind your Lyft ride prices: A case study on machine learning and ...The magic behind your Lyft ride prices: A case study on machine learning and ...
The magic behind your Lyft ride prices: A case study on machine learning and ...
Karthik Murugesan
 
2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber
2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber
2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber
Karthik Murugesan
 
Developing a ML model using TF Estimator
Developing a ML model using TF EstimatorDeveloping a ML model using TF Estimator
Developing a ML model using TF Estimator
Karthik Murugesan
 
Production Model Deployment - StitchFix - 2018
Production Model Deployment - StitchFix - 2018Production Model Deployment - StitchFix - 2018
Production Model Deployment - StitchFix - 2018
Karthik Murugesan
 
Netflix factstore for recommendations - 2018
Netflix factstore  for recommendations - 2018Netflix factstore  for recommendations - 2018
Netflix factstore for recommendations - 2018
Karthik Murugesan
 
Trends in Music Recommendations 2018
Trends in Music Recommendations 2018Trends in Music Recommendations 2018
Trends in Music Recommendations 2018
Karthik Murugesan
 
Netflix Ads Personalization Solution - 2017
Netflix Ads Personalization Solution - 2017Netflix Ads Personalization Solution - 2017
Netflix Ads Personalization Solution - 2017
Karthik Murugesan
 
State Of AI 2018
State Of AI 2018State Of AI 2018
State Of AI 2018
Karthik Murugesan
 
Spotify Machine Learning Solution for Music Discovery
Spotify Machine Learning Solution for Music DiscoverySpotify Machine Learning Solution for Music Discovery
Spotify Machine Learning Solution for Music Discovery
Karthik Murugesan
 
AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform
AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform
AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform
Karthik Murugesan
 
Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...
Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...
Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...
Karthik Murugesan
 

More from Karthik Murugesan (20)

Rakuten - Recommendation Platform
Rakuten - Recommendation PlatformRakuten - Recommendation Platform
Rakuten - Recommendation Platform
 
Yahoo's Knowledge Graph - 2014 slides
Yahoo's Knowledge Graph - 2014 slidesYahoo's Knowledge Graph - 2014 slides
Yahoo's Knowledge Graph - 2014 slides
 
Free servers to build Big Data Systems on: Bing's Approach
Free servers to build Big Data Systems on: Bing's  Approach Free servers to build Big Data Systems on: Bing's  Approach
Free servers to build Big Data Systems on: Bing's Approach
 
Microsoft cosmos
Microsoft cosmosMicrosoft cosmos
Microsoft cosmos
 
Microsoft AI Platform - AETHER Introduction
Microsoft AI Platform - AETHER IntroductionMicrosoft AI Platform - AETHER Introduction
Microsoft AI Platform - AETHER Introduction
 
BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2
BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2
BIng NLP Expert - Dl summer-school-2017.-jianfeng-gao.v2
 
Lyft data Platform - 2019 slides
Lyft data Platform - 2019 slidesLyft data Platform - 2019 slides
Lyft data Platform - 2019 slides
 
The Evolution of Spotify Home Architecture - Qcon 2019
The Evolution of Spotify Home Architecture - Qcon 2019The Evolution of Spotify Home Architecture - Qcon 2019
The Evolution of Spotify Home Architecture - Qcon 2019
 
Unifying Twitter around a single ML platform - Twitter AI Platform 2019
Unifying Twitter around a single ML platform  - Twitter AI Platform 2019Unifying Twitter around a single ML platform  - Twitter AI Platform 2019
Unifying Twitter around a single ML platform - Twitter AI Platform 2019
 
The magic behind your Lyft ride prices: A case study on machine learning and ...
The magic behind your Lyft ride prices: A case study on machine learning and ...The magic behind your Lyft ride prices: A case study on machine learning and ...
The magic behind your Lyft ride prices: A case study on machine learning and ...
 
2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber
2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber
2019 Slides - Michelangelo Palette: A Feature Engineering Platform at Uber
 
Developing a ML model using TF Estimator
Developing a ML model using TF EstimatorDeveloping a ML model using TF Estimator
Developing a ML model using TF Estimator
 
Production Model Deployment - StitchFix - 2018
Production Model Deployment - StitchFix - 2018Production Model Deployment - StitchFix - 2018
Production Model Deployment - StitchFix - 2018
 
Netflix factstore for recommendations - 2018
Netflix factstore  for recommendations - 2018Netflix factstore  for recommendations - 2018
Netflix factstore for recommendations - 2018
 
Trends in Music Recommendations 2018
Trends in Music Recommendations 2018Trends in Music Recommendations 2018
Trends in Music Recommendations 2018
 
Netflix Ads Personalization Solution - 2017
Netflix Ads Personalization Solution - 2017Netflix Ads Personalization Solution - 2017
Netflix Ads Personalization Solution - 2017
 
State Of AI 2018
State Of AI 2018State Of AI 2018
State Of AI 2018
 
Spotify Machine Learning Solution for Music Discovery
Spotify Machine Learning Solution for Music DiscoverySpotify Machine Learning Solution for Music Discovery
Spotify Machine Learning Solution for Music Discovery
 
AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform
AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform
AirBNB - Zipline: Airbnb’s Machine Learning Data Management Platform
 
Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...
Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...
Uber - Building Intelligent Applications, Experimental ML with Uber’s Data Sc...
 

Recently uploaded

原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样
原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样
原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样
3ipehhoa
 
1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样
1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样
1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样
3ipehhoa
 
How to Use Contact Form 7 Like a Pro.pptx
How to Use Contact Form 7 Like a Pro.pptxHow to Use Contact Form 7 Like a Pro.pptx
How to Use Contact Form 7 Like a Pro.pptx
Gal Baras
 
急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样
急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样
急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样
3ipehhoa
 
Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...
Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...
Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...
CIOWomenMagazine
 
Bridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptx
Bridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptxBridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptx
Bridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptx
Brad Spiegel Macon GA
 
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdf
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdfMeet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdf
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdf
Florence Consulting
 
test test test test testtest test testtest test testtest test testtest test ...
test test  test test testtest test testtest test testtest test testtest test ...test test  test test testtest test testtest test testtest test testtest test ...
test test test test testtest test testtest test testtest test testtest test ...
Arif0071
 
The+Prospects+of+E-Commerce+in+China.pptx
The+Prospects+of+E-Commerce+in+China.pptxThe+Prospects+of+E-Commerce+in+China.pptx
The+Prospects+of+E-Commerce+in+China.pptx
laozhuseo02
 
Italy Agriculture Equipment Market Outlook to 2027
Italy Agriculture Equipment Market Outlook to 2027Italy Agriculture Equipment Market Outlook to 2027
Italy Agriculture Equipment Market Outlook to 2027
harveenkaur52
 
一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理
一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理
一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理
keoku
 
Latest trends in computer networking.pptx
Latest trends in computer networking.pptxLatest trends in computer networking.pptx
Latest trends in computer networking.pptx
JungkooksNonexistent
 
This 7-second Brain Wave Ritual Attracts Money To You.!
This 7-second Brain Wave Ritual Attracts Money To You.!This 7-second Brain Wave Ritual Attracts Money To You.!
This 7-second Brain Wave Ritual Attracts Money To You.!
nirahealhty
 
Comptia N+ Standard Networking lesson guide
Comptia N+ Standard Networking lesson guideComptia N+ Standard Networking lesson guide
Comptia N+ Standard Networking lesson guide
GTProductions1
 
1.Wireless Communication System_Wireless communication is a broad term that i...
1.Wireless Communication System_Wireless communication is a broad term that i...1.Wireless Communication System_Wireless communication is a broad term that i...
1.Wireless Communication System_Wireless communication is a broad term that i...
JeyaPerumal1
 
APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024
APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024
APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024
APNIC
 
History+of+E-commerce+Development+in+China-www.cfye-commerce.shop
History+of+E-commerce+Development+in+China-www.cfye-commerce.shopHistory+of+E-commerce+Development+in+China-www.cfye-commerce.shop
History+of+E-commerce+Development+in+China-www.cfye-commerce.shop
laozhuseo02
 
Bài tập unit 1 English in the world.docx
Bài tập unit 1 English in the world.docxBài tập unit 1 English in the world.docx
Bài tập unit 1 English in the world.docx
nhiyenphan2005
 
一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理
一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理
一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理
eutxy
 
一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理
一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理
一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理
ufdana
 

Recently uploaded (20)

原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样
原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样
原版仿制(uob毕业证书)英国伯明翰大学毕业证本科学历证书原版一模一样
 
1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样
1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样
1比1复刻(bath毕业证书)英国巴斯大学毕业证学位证原版一模一样
 
How to Use Contact Form 7 Like a Pro.pptx
How to Use Contact Form 7 Like a Pro.pptxHow to Use Contact Form 7 Like a Pro.pptx
How to Use Contact Form 7 Like a Pro.pptx
 
急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样
急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样
急速办(bedfordhire毕业证书)英国贝德福特大学毕业证成绩单原版一模一样
 
Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...
Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...
Internet of Things in Manufacturing: Revolutionizing Efficiency & Quality | C...
 
Bridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptx
Bridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptxBridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptx
Bridging the Digital Gap Brad Spiegel Macon, GA Initiative.pptx
 
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdf
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdfMeet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdf
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdf
 
test test test test testtest test testtest test testtest test testtest test ...
test test  test test testtest test testtest test testtest test testtest test ...test test  test test testtest test testtest test testtest test testtest test ...
test test test test testtest test testtest test testtest test testtest test ...
 
The+Prospects+of+E-Commerce+in+China.pptx
The+Prospects+of+E-Commerce+in+China.pptxThe+Prospects+of+E-Commerce+in+China.pptx
The+Prospects+of+E-Commerce+in+China.pptx
 
Italy Agriculture Equipment Market Outlook to 2027
Italy Agriculture Equipment Market Outlook to 2027Italy Agriculture Equipment Market Outlook to 2027
Italy Agriculture Equipment Market Outlook to 2027
 
一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理
一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理
一比一原版(SLU毕业证)圣路易斯大学毕业证成绩单专业办理
 
Latest trends in computer networking.pptx
Latest trends in computer networking.pptxLatest trends in computer networking.pptx
Latest trends in computer networking.pptx
 
This 7-second Brain Wave Ritual Attracts Money To You.!
This 7-second Brain Wave Ritual Attracts Money To You.!This 7-second Brain Wave Ritual Attracts Money To You.!
This 7-second Brain Wave Ritual Attracts Money To You.!
 
Comptia N+ Standard Networking lesson guide
Comptia N+ Standard Networking lesson guideComptia N+ Standard Networking lesson guide
Comptia N+ Standard Networking lesson guide
 
1.Wireless Communication System_Wireless communication is a broad term that i...
1.Wireless Communication System_Wireless communication is a broad term that i...1.Wireless Communication System_Wireless communication is a broad term that i...
1.Wireless Communication System_Wireless communication is a broad term that i...
 
APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024
APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024
APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024
 
History+of+E-commerce+Development+in+China-www.cfye-commerce.shop
History+of+E-commerce+Development+in+China-www.cfye-commerce.shopHistory+of+E-commerce+Development+in+China-www.cfye-commerce.shop
History+of+E-commerce+Development+in+China-www.cfye-commerce.shop
 
Bài tập unit 1 English in the world.docx
Bài tập unit 1 English in the world.docxBài tập unit 1 English in the world.docx
Bài tập unit 1 English in the world.docx
 
一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理
一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理
一比一原版(LBS毕业证)伦敦商学院毕业证成绩单专业办理
 
一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理
一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理
一比一原版(CSU毕业证)加利福尼亚州立大学毕业证成绩单专业办理
 

The journey toward a self-service data platform at Netflix - sf 2019