Tutorial: Meet TransmogrifAI, Open Source AutoML powering Salesforce Einstein

Jul 2019

22 Mon

23 Tue

24 Wed

25 Thu 09:15 AM – 05:45 PM IST

26 Fri 09:20 AM – 05:30 PM IST

27 Sat

28 Sun

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Accepting submissions till 15 Jun 2019, 01:00 PM

NIMHANS Convention Centre, Bengaluru

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Pinned update

The Fifth Elephant 2023 winter edition in Bangalore; membership announcement This update is for participants only

##The eighth edition of The Fifth Elephant will be held in Bangalore on 25 and 26 July. A thousand data scientists, ML engineers, data engineers and analysts will gather at the NIMHANS Convention Centre in Bangalore to discuss:

Model management, including data cleaning, instrumentation and productionizing data science.
Bad data and case studies of failure in building data products.
Identifying and handling fraud + data security at scale
Applications of data science in agriculture, media and marketing, supply chain, geo-location, SaaS and e-commerce.
Feature engineering and ML platforms.
What it takes to create data-driven cultures in organizations of different scales.

##Highlights:

1. Meet Peter Wang, co-founder of Anaconda Inc, and learn about why data privacy is the first step towards robust data management; the journey of building Anaconda; and Anaconda in enterprise.
2. Talk to the Fulfillment and Supply Group (FSG) team from Flipkart, and learn about their work with platform engineering where ground truths are the source of data.
3. Attend tutorials on Deep Learning with RedisAI; TransmorgifyAI, Salesforce’s open source AutoML.
4. Discuss interesting problems to solve with data science in agriculture, SaaS perspective on multi-tenancy in Machine Learning (with the Freshworks team), bias in intent classification and recommendations.
5. Meet data science, data engineering and product teams from sponsoring companies to understand how they are handling data and leveraging intelligence from data to solve interesting problems.

##Why you should attend?

Network with peers and practitioners from the data ecosystem
Share approaches to solving expensive problems such as cleanliness of training data, model management and versioning data
Demo your ideas in the demo session
Join Birds of Feather (BOF) sessions to have productive discussions on focussed topics. Or, start your own Birds of Feather (BOF) session.

##Full schedule published here: https://hasgeek.com/fifthelephant/2019/schedule

##Contact details:
For more information about The Fifth Elephant, sponsorships, or any other information call +91-7676332020 or email info@hasgeek.com

#Sponsors:

Sponsorship Deck.
Email sales@hasgeek.com for bulk ticket purchases, and sponsoring 2019 edition of JSFoo:VueDay.

JSFoo:VueDay 2019 sponsors:

#Platinum Sponsor

#Community Sponsors

#Exhibition Sponsors

#Bronze Sponsor

#Community Sponsors

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The Fifth Elephant

The Fifth Elephant - known as one of the best data science and Machine Learning conference in Asia - has transitioned into a year-round forum for conversations about data and ML engineering; data science in production; data security and privacy practices. more

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Tutorial: Meet TransmogrifAI, Open Source AutoML powering Salesforce Einstein

Submitted Apr 14, 2019

Session type: Tutorial

In this talk we will explain how TransmogrifAI - AutoML library on top of Apache spark helps build automated machine learning pipelines with features engineering, feature selection. It provides Automatic Model selection along with automated model hyper parameter tuning.

Outline

Introduction
Need of Multicloud and multi tenant models
Lessons learned while building Einstein platform
How traditional machine learning works
Introducing TransmogrifAI
Type Hierarchy
Automatic Feature Engineering across text, categorical, numerical, spatial features
Handling label leakage
Autmatic Model Selection and hyper parameter tuning
Models supported currently
Demo
Uses cases being solved in production
Summary

Requirements

Familiarity with ML, Scala and Spark is good to have, but is not necessary to attend this tutorial.

The following requirements must be fulfilled before attending this tutorial:

Laptop with 8GB RAM is a must.
Ubuntu and Mac OS are suitable for this workshop.
Install latest version of docker (version 18.0 or above)
Run this command: docker pull beakerx/beakerx

Speaker bio

Rajdeep is leading Industries Einstein team at Salesforce which is leveraging TransmogirfAI based data pipeline to solve ML problems across domains. He has overall 19 years of Software experience and has written 3 books in area on ML and DL.