SlideShare une entreprise Scribd logo

Building a Beer Recommender with Yhat (PAPIs.io - November 2014)

•
•
Austin Ogilvie
Austin Ogilvie

Building the predictive aspect of applications is the fun, sexy part. New tools like scikit-learn, pandas, and R have made building models less painful, but deploying/embedding models into production applications is challenging. We'll show how Yhat makes deploying predictive models written in Python or R fast and easy by building a beer recommendation system and an accompanying webapp.

Technologie
1  sur  107
Télécharger pour lire hors ligne
Building a Beer Recommender with Yhat PAPIs.io November 2014
1) Intro 2) The Problem: Building predictive apps 3) Solutions 4) Case Study: Beer Recommender 5) Demo 6) Q/A
Hi, I’m Greg! Here I am on the Internet. Founder/CTO @ Yhat
Founders Company Austin Ogilvie, CEO ● Launched in 2013 Investors Greg Lamp, CTO ● HQ in New York
Why is Data Science so talked about? regression
Customers & Front Line Employees Get Raw Data Strategic Insights Data Driven Products Real World Scoring Business Impact Clean Data Stages of the Analytics Project Life Cycle Management Expert data teams
What makes building analytical apps hard?
Meet Trey, the Data Scientist Hi, I’m Trey.
We need to reduce churn. Okay. I'll look into it.
The "a ha" moment isn't the end. I figured out that....some complex stuff about vector space that'll improve... ....and that's how we'll reduce churn. Sounds good. Let's do that...
So when can we go live with the new model? Any of you know what Gradient Boosting is?
Now what?
Options
1) Translate Code
2 Rebel Policemen 2
2) PMML
?
3) Batch Jobs
use your tools
use your tools move quickly
use your tools move quickly any workflow
use your tools move quickly any workflow no translating
Case Study
+ = ?
A Beer Recommender in Python
http://beers.yhathq.com
The Data
http://snap.stanford.edu/data/web-BeerAdvocate.html
Beers
Users
Ratings
Distance
vs
vs
measuring similarity
eeny ? ?
eeny meeny ?
? Cosine eeny meeny miny
? Cosine moe
pick one. you can always change
Thank you,
Scoring
Aggregate
Sort
Filter
Return
Deployment
What does this mean?
Import Yhat
Create a YhatModel
Define execute
Grab incoming data
Call your function
Format and return results
Demo https://beers.yhathq.com/
deploy your own git@github.com:yhat/beer-rec.git Python/R Source on github
We’re Hiring info@yhathq.com
Thanks! @yhathq greg@yhathq.com yhathq.com
Appendix
アーノルド坊やは人気者 Little Arnold Boy is Popular Diff’rent Strokes
Unitless y-axis Time

Recommandé

Analyzing mlb data with ggplot
Analyzing mlb data with ggplotAnalyzing mlb data with ggplot
Analyzing mlb data with ggplotAustin Ogilvie
 
ggplot for python
ggplot for pythonggplot for python
ggplot for pythonAustin Ogilvie
 
Limits of Machine Learning
Limits of Machine LearningLimits of Machine Learning
Limits of Machine LearningAlexey Grigorev
 
Advancing your data science career
Advancing your data science careerAdvancing your data science career
Advancing your data science careerAlexey Grigorev
 
Driverless AI - Arno Candel, H2O.ai
Driverless AI - Arno Candel, H2O.aiDriverless AI - Arno Candel, H2O.ai
Driverless AI - Arno Candel, H2O.aiSri Ambati
 
Webinar - Analyzing Video
Webinar - Analyzing VideoWebinar - Analyzing Video
Webinar - Analyzing VideoTuri, Inc.
 
Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...
Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...
Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...Sri Ambati
 
Getting a Data Science Job
Getting a Data Science JobGetting a Data Science Job
Getting a Data Science JobAlexey Grigorev
 

Recommandé

Analyzing mlb data with ggplot
Analyzing mlb data with ggplotAnalyzing mlb data with ggplot
Analyzing mlb data with ggplotAustin Ogilvie
 
ggplot for python
ggplot for pythonggplot for python
ggplot for pythonAustin Ogilvie
 
Limits of Machine Learning
Limits of Machine LearningLimits of Machine Learning
Limits of Machine LearningAlexey Grigorev
 
Advancing your data science career
Advancing your data science careerAdvancing your data science career
Advancing your data science careerAlexey Grigorev
 
Driverless AI - Arno Candel, H2O.ai
Driverless AI - Arno Candel, H2O.aiDriverless AI - Arno Candel, H2O.ai
Driverless AI - Arno Candel, H2O.aiSri Ambati
 
Webinar - Analyzing Video
Webinar - Analyzing VideoWebinar - Analyzing Video
Webinar - Analyzing VideoTuri, Inc.
 
Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...
Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...
Helping data scientists escape the seduction of the sandbox - Krish Swamy, We...Sri Ambati
 
Getting a Data Science Job
Getting a Data Science JobGetting a Data Science Job
Getting a Data Science JobAlexey Grigorev
 
Tour of kaggle
Tour of kaggleTour of kaggle
Tour of kaggleTeva Dede
 
Predicting Medical Test Results using Driverless AI
Predicting Medical Test Results using Driverless AIPredicting Medical Test Results using Driverless AI
Predicting Medical Test Results using Driverless AISri Ambati
 
Think machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanThink machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanChetan Khatri
 
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...Formulatedby
 
A step towards machine learning at accionlabs
A step towards machine learning at accionlabsA step towards machine learning at accionlabs
A step towards machine learning at accionlabsChetan Khatri
 
From Chatbots to Augmented Conversational Assistants
From Chatbots to Augmented Conversational AssistantsFrom Chatbots to Augmented Conversational Assistants
From Chatbots to Augmented Conversational AssistantsDatabricks
 
MLSD18. OptiML and Fusions
MLSD18. OptiML and FusionsMLSD18. OptiML and Fusions
MLSD18. OptiML and FusionsBigML, Inc
 
Scalable Automatic Machine Learning with H2O
Scalable Automatic Machine Learning with H2OScalable Automatic Machine Learning with H2O
Scalable Automatic Machine Learning with H2OSri Ambati
 
Agile data visualisation
Agile data visualisationAgile data visualisation
Agile data visualisationVolodymyr Kazantsev
 
GDG PDX - An Intro to Google Cloud AutoML Vision
GDG PDX - An Intro to Google Cloud AutoML VisionGDG PDX - An Intro to Google Cloud AutoML Vision
GDG PDX - An Intro to Google Cloud AutoML Visionjerryhargrove
 
MLSD18. Real-World Use Case I
MLSD18. Real-World Use Case IMLSD18. Real-World Use Case I
MLSD18. Real-World Use Case IBigML, Inc
 
MLSD18. Supervised Workshop
MLSD18. Supervised WorkshopMLSD18. Supervised Workshop
MLSD18. Supervised WorkshopBigML, Inc
 
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.aiDriverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.aiSri Ambati
 
Machine Learning with GraphLab Create
Machine Learning with GraphLab CreateMachine Learning with GraphLab Create
Machine Learning with GraphLab CreateTuri, Inc.
 
Data science: use cases and tools
Data science: use cases and toolsData science: use cases and tools
Data science: use cases and toolsAlexey Grigorev
 
Yhat - Applied Data Science - Feb 2016
Yhat - Applied Data Science - Feb 2016Yhat - Applied Data Science - Feb 2016
Yhat - Applied Data Science - Feb 2016Austin Ogilvie
 
Electron - Build desktop apps using javascript
Electron - Build desktop apps using javascriptElectron - Build desktop apps using javascript
Electron - Build desktop apps using javascriptAustin Ogilvie
 
Ggplot in python
Ggplot in pythonGgplot in python
Ggplot in pythonAjay Ohri
 
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)Austin Ogilvie
 
Table of Useful R commands.
Table of Useful R commands.Table of Useful R commands.
Table of Useful R commands.Dr. Volkan OBAN
 
Using R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsUsing R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsAjay Ohri
 
Hadley verse
Hadley verseHadley verse
Hadley verseAjay Ohri
 

Contenu connexe

Tendances

Tour of kaggle
Tour of kaggleTour of kaggle
Tour of kaggleTeva Dede
 
Predicting Medical Test Results using Driverless AI
Predicting Medical Test Results using Driverless AIPredicting Medical Test Results using Driverless AI
Predicting Medical Test Results using Driverless AISri Ambati
 
Think machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanThink machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanChetan Khatri
 
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...Formulatedby
 
A step towards machine learning at accionlabs
A step towards machine learning at accionlabsA step towards machine learning at accionlabs
A step towards machine learning at accionlabsChetan Khatri
 
From Chatbots to Augmented Conversational Assistants
From Chatbots to Augmented Conversational AssistantsFrom Chatbots to Augmented Conversational Assistants
From Chatbots to Augmented Conversational AssistantsDatabricks
 
MLSD18. OptiML and Fusions
MLSD18. OptiML and FusionsMLSD18. OptiML and Fusions
MLSD18. OptiML and FusionsBigML, Inc
 
Scalable Automatic Machine Learning with H2O
Scalable Automatic Machine Learning with H2OScalable Automatic Machine Learning with H2O
Scalable Automatic Machine Learning with H2OSri Ambati
 
GDG PDX - An Intro to Google Cloud AutoML Vision
GDG PDX - An Intro to Google Cloud AutoML VisionGDG PDX - An Intro to Google Cloud AutoML Vision
GDG PDX - An Intro to Google Cloud AutoML Visionjerryhargrove
 
MLSD18. Real-World Use Case I
MLSD18. Real-World Use Case IMLSD18. Real-World Use Case I
MLSD18. Real-World Use Case IBigML, Inc
 
MLSD18. Supervised Workshop
MLSD18. Supervised WorkshopMLSD18. Supervised Workshop
MLSD18. Supervised WorkshopBigML, Inc
 
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.aiDriverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.aiSri Ambati
 
Machine Learning with GraphLab Create
Machine Learning with GraphLab CreateMachine Learning with GraphLab Create
Machine Learning with GraphLab CreateTuri, Inc.
 
Data science: use cases and tools
Data science: use cases and toolsData science: use cases and tools
Data science: use cases and toolsAlexey Grigorev
 

Tendances (15)

Tour of kaggle
Tour of kaggleTour of kaggle
Tour of kaggle
 
Predicting Medical Test Results using Driverless AI
Predicting Medical Test Results using Driverless AIPredicting Medical Test Results using Driverless AI
Predicting Medical Test Results using Driverless AI
 
Think machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanThink machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetan
 
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
Data Science Salon: Kaggle 1st Place in 30 minutes: Putting AutoML to Work wi...
 
A step towards machine learning at accionlabs
A step towards machine learning at accionlabsA step towards machine learning at accionlabs
A step towards machine learning at accionlabs
 
From Chatbots to Augmented Conversational Assistants
From Chatbots to Augmented Conversational AssistantsFrom Chatbots to Augmented Conversational Assistants
From Chatbots to Augmented Conversational Assistants
 
MLSD18. OptiML and Fusions
MLSD18. OptiML and FusionsMLSD18. OptiML and Fusions
MLSD18. OptiML and Fusions
 
Scalable Automatic Machine Learning with H2O
Scalable Automatic Machine Learning with H2OScalable Automatic Machine Learning with H2O
Scalable Automatic Machine Learning with H2O
 
Agile data visualisation
Agile data visualisationAgile data visualisation
Agile data visualisation
 
GDG PDX - An Intro to Google Cloud AutoML Vision
GDG PDX - An Intro to Google Cloud AutoML VisionGDG PDX - An Intro to Google Cloud AutoML Vision
GDG PDX - An Intro to Google Cloud AutoML Vision
 
MLSD18. Real-World Use Case I
MLSD18. Real-World Use Case IMLSD18. Real-World Use Case I
MLSD18. Real-World Use Case I
 
MLSD18. Supervised Workshop
MLSD18. Supervised WorkshopMLSD18. Supervised Workshop
MLSD18. Supervised Workshop
 
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.aiDriverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
Driverless AI Hands-on Focused on Machine Learning Interpretability - H2O.ai
 
Machine Learning with GraphLab Create
Machine Learning with GraphLab CreateMachine Learning with GraphLab Create
Machine Learning with GraphLab Create
 
Data science: use cases and tools
Data science: use cases and toolsData science: use cases and tools
Data science: use cases and tools
 

En vedette

Yhat - Applied Data Science - Feb 2016
Yhat - Applied Data Science - Feb 2016Yhat - Applied Data Science - Feb 2016
Yhat - Applied Data Science - Feb 2016Austin Ogilvie
 
Electron - Build desktop apps using javascript
Electron - Build desktop apps using javascriptElectron - Build desktop apps using javascript
Electron - Build desktop apps using javascriptAustin Ogilvie
 
Ggplot in python
Ggplot in pythonGgplot in python
Ggplot in pythonAjay Ohri
 
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)Austin Ogilvie
 
Table of Useful R commands.
Table of Useful R commands.Table of Useful R commands.
Table of Useful R commands.Dr. Volkan OBAN
 
Using R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsUsing R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsAjay Ohri
 
Hadley verse
Hadley verseHadley verse
Hadley verseAjay Ohri
 
Analyze this
Analyze thisAnalyze this
Analyze thisAjay Ohri
 
What is r in spanish.
What is r in spanish.What is r in spanish.
What is r in spanish.Ajay Ohri
 
Summer school python in spanish
Summer school python in spanishSummer school python in spanish
Summer school python in spanishAjay Ohri
 
Kush stats alpha
Kush stats alpha Kush stats alpha
Kush stats alpha Ajay Ohri
 
Logical Fallacies
Logical FallaciesLogical Fallacies
Logical FallaciesAjay Ohri
 
Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014
Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014
Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014Austin Ogilvie
 
Training in Analytics and Data Science
Training in Analytics and Data ScienceTraining in Analytics and Data Science
Training in Analytics and Data ScienceAjay Ohri
 
Software Testing for Data Scientists
Software Testing for Data ScientistsSoftware Testing for Data Scientists
Software Testing for Data ScientistsAjay Ohri
 
Training in Analytics, R and Social Media Analytics
Training in Analytics, R and Social Media AnalyticsTraining in Analytics, R and Social Media Analytics
Training in Analytics, R and Social Media AnalyticsAjay Ohri
 
Introduction to sas in spanish
Introduction to sas in spanishIntroduction to sas in spanish
Introduction to sas in spanishAjay Ohri
 

En vedette (20)

Yhat - Applied Data Science - Feb 2016
Yhat - Applied Data Science - Feb 2016Yhat - Applied Data Science - Feb 2016
Yhat - Applied Data Science - Feb 2016
 
Electron - Build desktop apps using javascript
Electron - Build desktop apps using javascriptElectron - Build desktop apps using javascript
Electron - Build desktop apps using javascript
 
Ggplot in python
Ggplot in pythonGgplot in python
Ggplot in python
 
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)
 
Table of Useful R commands.
Table of Useful R commands.Table of Useful R commands.
Table of Useful R commands.
 
Using R for Social Media and Sports Analytics
Using R for Social Media and Sports AnalyticsUsing R for Social Media and Sports Analytics
Using R for Social Media and Sports Analytics
 
Hadley verse
Hadley verseHadley verse
Hadley verse
 
Analyze this
Analyze thisAnalyze this
Analyze this
 
What is r in spanish.
What is r in spanish.What is r in spanish.
What is r in spanish.
 
Summer school python in spanish
Summer school python in spanishSummer school python in spanish
Summer school python in spanish
 
Kush stats alpha
Kush stats alpha Kush stats alpha
Kush stats alpha
 
Rcpp
RcppRcpp
Rcpp
 
Logical Fallacies
Logical FallaciesLogical Fallacies
Logical Fallacies
 
Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014
Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014
Applied Data Science: Building a Beer Recommender | Data Science MD - Oct 2014
 
Training in Analytics and Data Science
Training in Analytics and Data ScienceTraining in Analytics and Data Science
Training in Analytics and Data Science
 
Software Testing for Data Scientists
Software Testing for Data ScientistsSoftware Testing for Data Scientists
Software Testing for Data Scientists
 
Training in Analytics, R and Social Media Analytics
Training in Analytics, R and Social Media AnalyticsTraining in Analytics, R and Social Media Analytics
Training in Analytics, R and Social Media Analytics
 
Python
PythonPython
Python
 
Advanced R cheat sheet
Advanced R cheat sheetAdvanced R cheat sheet
Advanced R cheat sheet
 
Introduction to sas in spanish
Introduction to sas in spanishIntroduction to sas in spanish
Introduction to sas in spanish
 

Similaire à Building a Beer Recommender with Yhat (PAPIs.io - November 2014)

Predictive Models for Production Apps with Yhat
Predictive Models for Production Apps with YhatPredictive Models for Production Apps with Yhat
Predictive Models for Production Apps with YhatAustin Ogilvie
 
Citrix Labs Rapid Prototyping Workshop
Citrix Labs Rapid Prototyping WorkshopCitrix Labs Rapid Prototyping Workshop
Citrix Labs Rapid Prototyping WorkshopReuven Cohen
 
Applied Data Science with Yhat
Applied Data Science with YhatApplied Data Science with Yhat
Applied Data Science with YhatAustin Ogilvie
 
The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...
The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...
The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...Safe Software
 
Agile Austin - Peer Code Review An Agile Process
Agile Austin - Peer Code Review An Agile ProcessAgile Austin - Peer Code Review An Agile Process
Agile Austin - Peer Code Review An Agile Processgsporar
 
Mozilla Foundation Metrics - presentation to engineers
Mozilla Foundation Metrics - presentation to engineersMozilla Foundation Metrics - presentation to engineers
Mozilla Foundation Metrics - presentation to engineersJohn Schneider
 
Passing The Joel Test In The PHP World
Passing The Joel Test In The PHP WorldPassing The Joel Test In The PHP World
Passing The Joel Test In The PHP WorldLorna Mitchell
 
Intro to Data Analytics with Oscar's Director of Product
Intro to Data Analytics with Oscar's Director of Product Intro to Data Analytics with Oscar's Director of Product
Intro to Data Analytics with Oscar's Director of ProductProduct School
 
通往測試最高殿堂的旅程 - GTAC 2016
通往測試最高殿堂的旅程 - GTAC 2016通往測試最高殿堂的旅程 - GTAC 2016
通往測試最高殿堂的旅程 - GTAC 2016Chloe Chen
 
Continuous Delivery for Python Developers – PyCon Otto
Continuous Delivery for Python Developers – PyCon OttoContinuous Delivery for Python Developers – PyCon Otto
Continuous Delivery for Python Developers – PyCon OttoPeter Bittner
 
Peer Code Review An Agile Process
Peer Code Review An Agile ProcessPeer Code Review An Agile Process
Peer Code Review An Agile Processgsporar
 
How To Do Kick-Ass Software Development, by Sven Peters
How To Do Kick-Ass Software Development, by Sven PetersHow To Do Kick-Ass Software Development, by Sven Peters
How To Do Kick-Ass Software Development, by Sven PetersZeroTurnaround
 
Continuous delivery is more than dev ops
Continuous delivery is more than dev opsContinuous delivery is more than dev ops
Continuous delivery is more than dev opsAgile Montréal
 
H2o.ai presentation at 2nd Virtual Pydata Piraeus meetup
H2o.ai presentation at 2nd Virtual Pydata Piraeus meetupH2o.ai presentation at 2nd Virtual Pydata Piraeus meetup
H2o.ai presentation at 2nd Virtual Pydata Piraeus meetupPyData Piraeus
 
Moving to tdd bdd
Moving to tdd bddMoving to tdd bdd
Moving to tdd bddKim Carter
 
Dev and Ops Collaboration and Awareness at Etsy and Flickr
Dev and Ops Collaboration and Awareness at Etsy and FlickrDev and Ops Collaboration and Awareness at Etsy and Flickr
Dev and Ops Collaboration and Awareness at Etsy and FlickrJohn Allspaw
 
Batbwjs1121
Batbwjs1121Batbwjs1121
Batbwjs1121Thinkful
 
Leveraging Generative AI: Exploring New Technology for Data Integration
Leveraging Generative AI: Exploring New Technology for Data IntegrationLeveraging Generative AI: Exploring New Technology for Data Integration
Leveraging Generative AI: Exploring New Technology for Data IntegrationSafe Software
 
AI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales AutomationAI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales AutomationProduct School
 
London atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slidesLondon atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slidesRudiger Wolf
 

Similaire à Building a Beer Recommender with Yhat (PAPIs.io - November 2014) (20)

Predictive Models for Production Apps with Yhat
Predictive Models for Production Apps with YhatPredictive Models for Production Apps with Yhat
Predictive Models for Production Apps with Yhat
 
Citrix Labs Rapid Prototyping Workshop
Citrix Labs Rapid Prototyping WorkshopCitrix Labs Rapid Prototyping Workshop
Citrix Labs Rapid Prototyping Workshop
 
Applied Data Science with Yhat
Applied Data Science with YhatApplied Data Science with Yhat
Applied Data Science with Yhat
 
The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...
The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...
The Latest Advances in Generative AI_ Exploring New Technology for Data Integ...
 
Agile Austin - Peer Code Review An Agile Process
Agile Austin - Peer Code Review An Agile ProcessAgile Austin - Peer Code Review An Agile Process
Agile Austin - Peer Code Review An Agile Process
 
Mozilla Foundation Metrics - presentation to engineers
Mozilla Foundation Metrics - presentation to engineersMozilla Foundation Metrics - presentation to engineers
Mozilla Foundation Metrics - presentation to engineers
 
Passing The Joel Test In The PHP World
Passing The Joel Test In The PHP WorldPassing The Joel Test In The PHP World
Passing The Joel Test In The PHP World
 
Intro to Data Analytics with Oscar's Director of Product
Intro to Data Analytics with Oscar's Director of Product Intro to Data Analytics with Oscar's Director of Product
Intro to Data Analytics with Oscar's Director of Product
 
通往測試最高殿堂的旅程 - GTAC 2016
通往測試最高殿堂的旅程 - GTAC 2016通往測試最高殿堂的旅程 - GTAC 2016
通往測試最高殿堂的旅程 - GTAC 2016
 
Continuous Delivery for Python Developers – PyCon Otto
Continuous Delivery for Python Developers – PyCon OttoContinuous Delivery for Python Developers – PyCon Otto
Continuous Delivery for Python Developers – PyCon Otto
 
Peer Code Review An Agile Process
Peer Code Review An Agile ProcessPeer Code Review An Agile Process
Peer Code Review An Agile Process
 
How To Do Kick-Ass Software Development, by Sven Peters
How To Do Kick-Ass Software Development, by Sven PetersHow To Do Kick-Ass Software Development, by Sven Peters
How To Do Kick-Ass Software Development, by Sven Peters
 
Continuous delivery is more than dev ops
Continuous delivery is more than dev opsContinuous delivery is more than dev ops
Continuous delivery is more than dev ops
 
H2o.ai presentation at 2nd Virtual Pydata Piraeus meetup
H2o.ai presentation at 2nd Virtual Pydata Piraeus meetupH2o.ai presentation at 2nd Virtual Pydata Piraeus meetup
H2o.ai presentation at 2nd Virtual Pydata Piraeus meetup
 
Moving to tdd bdd
Moving to tdd bddMoving to tdd bdd
Moving to tdd bdd
 
Dev and Ops Collaboration and Awareness at Etsy and Flickr
Dev and Ops Collaboration and Awareness at Etsy and FlickrDev and Ops Collaboration and Awareness at Etsy and Flickr
Dev and Ops Collaboration and Awareness at Etsy and Flickr
 
Batbwjs1121
Batbwjs1121Batbwjs1121
Batbwjs1121
 
Leveraging Generative AI: Exploring New Technology for Data Integration
Leveraging Generative AI: Exploring New Technology for Data IntegrationLeveraging Generative AI: Exploring New Technology for Data Integration
Leveraging Generative AI: Exploring New Technology for Data Integration
 
AI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales AutomationAI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales Automation
 
London atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slidesLondon atlassian meetup 31 jan 2016 jira metrics-extract slides
London atlassian meetup 31 jan 2016 jira metrics-extract slides
 

Dernier

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 

Dernier (20)

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 

Building a Beer Recommender with Yhat (PAPIs.io - November 2014)