Algorithm Conference

July 16 - 18, 2020

Austin, Texas

How to curate quality datasets for machine learning

An Algorithm Conference workshop by two Twitter ML engineers

General info

How to curate quality datasets for machine learning is the title of a workshop that will be conducted by a couple of machine learning engineers from Twitter, Inc. on Day 1 of Algorithm Conference, that is, on July 16, 2020, at the Thompson Conference Center on the campus of The University of Texas at Austin.

 

Target audience: Developers, aspiring developers, and technical (project) managers.

Date: July 16, 2020

 

Time: 8 a.m. – 10 a.m.

 

Instructors: Jigyasa Grover and Rishabh Misra

 

Location: Room 3.108,  Thompson Conference Center, University of Texas at Austin.​

Workshop summary

In the contemporary world of machine learning algorithms, data is the new oil. And for state-of-the-art machine learning algorithms to work their magic, it’s important to have access to relevant data. Though volumes of crude data are available on the web, we still need the ability to identify and extract them into meaningful datasets.

 

This workshop will present the power of one of the most fundamental aspects of machine learning – dataset curation, which often does not get is due but is highly relevant in machine learning.

You’ll learn why dataset curation is important in specific industry use cases, and also learn, via hands-on Pythonic examples, how to construct good quality datasets.

 

The methods and tips shared in this workshop have come in handy for the instructors when publishing high-grade research papers, at their current employment with Twitter, Inc., and at prior engagements in the industry and academia.

What you'll learn

Workshop schedule

Detailed class schedule will be published shortly. Stay tuned! But don’t let that stop you from getting your tickets before they sell out.

What you'll need

BYOL (Bring your own laptop)

And perform the following actions on your computer:

1. Install or update to Google Chrome’s latest version (v79).

2. Download Chrome Driver with version matching the Google Chrome’s version from here

3. Install Jupyter Notebook from here

4. Install Beautiful Soup and Selenium packages.

5. Ensure that the starter code in curating quality ML datasets works on your computer.

Register

Registration for this workshop and for the conference itself is now open. You may register for one or both. The workshop has a limited number of tickets, so hurry and register if you want to guarantee yourself a seat. To reserve your ticket(s), click on that big red button.

Workshop instructors

Jigyasa Grover

Jigyasa Grover

Machine Learning Engineer, Twitter

The 2017 Red Hat Women in Open Source Academic Award Winner and Google Summer of Code alumna, I am an ardent open source enthusiast and a budding researcher, with work experience at the San Diego Supercomputer Center; National Research Council of Canada; and the Institute of Research & Development, France. I also briefly worked on anomaly detection frameworks in the ads system at Facebook.

 

I was the Director of Women Who Code and Lead of Google Women Techmakers for a handful of years. Aside from teaching this workshop with my colleague Rishabh Misra, I’ll also be giving a presentation that sheds some light on an informal taxonomy of machine learning algorithms.

 

I live in San Francisco, California.

Rishabh Misra

Rishabh Misra

Machine Learning Engineer, Twitter

I am passionate about identifying and tackling novel and practical problems using my machine learning expertise. I also like messing with data. The bigger, the bettter. The datasets I’ve collected as part of my research have been very well received by the machine learning community, and I’m currently ranked 23 as a dataset contributor on the Kaggle platform.  My dataset on Sarcasm Detection has been used in Deeplearning.ai’s Natural Language Processing in TensorFlow course on Coursera.

 

I love explaining convoluted concepts in an accessible manner and have written several articles with the TowardDataScience online publication. I have a masters degree in computer science from the University of California San Diego, and currently work as a machine learning engineer at Twitter Inc.

Additional workshop

Exploring machine learning on the edge is the title of another workshop that will be conducted by representatives from Particle during Algorithm Conference. It is recommended for developers, CTOs, and technical (project) managers.

Recommended activities for developers

Day 1: Workshop 1

How to curate quality datasets for machine learning

Thursday, July 16, 2020 (8 a.m. - 10 a.m.)

Day 1: Workshop 2

Exploring machine learning on the edge

Thursday, July 16, 2020 (1:30 p.m. - 5 p.m.)

Day 2 to Day 3

General conference sessions

Friday, July 17 - Saturday, July 18, 2020

Venue

All Algorithm Conference workshops will be held in Room 3.108 inside the Thompson Conference Center on the campus of the University of Texas at Austin. The address is 2405 Robert Dedman Dr., Austin, Texas 78712

All plenary conference sessions will be in the LBJ Auditorium of the LBJ Presidential Library, located at 2313 Red River St, Austin, Texas. The auditorium has a seating capacity of just under 1,000.

LBJ Auditorium
LBJ Presidential Library
University of Texas at Austin
LBJ Auditorium
LBJ Presidential Library
University of Texas at Austin
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Code of conduct

All attendees, speakers, sponsors and volunteers at our conference are required to agree with the following code of conduct. Organizers will enforce this code throughout the event. We expect cooperation from all participants to help ensure a safe environment for everybody.

 

Our conference is dedicated to providing a harassment-free conference experience for everyone.

 

Harassment includes offensive verbal comments related to gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion, technology choices, sexual images in public spaces, deliberate intimidation, stalking, following, harassing photography or recording, sustained disruption of talks or other events, inappropriate physical contact, and unwelcome sexual attention.

 

Participants asked to stop any harassing behavior are expected to comply immediately.

 

Sponsors are also subject to the anti-harassment policy. In particular, sponsors should not use sexualized images, activities, or other material.

 

If a participant engages in harassing behavior, the conference organizers may take any action they deem appropriate, including warning the offender or expulsion from the conference with no refund.

 

If you are being harassed, notice that someone else is being harassed, or have any other concerns, please contact a member of conference staff immediately. You'll always find at least one conference staff at the registration table.

 

Conference staff will be happy to help participants contact hotel/venue security or local law enforcement, provide escorts, or otherwise assist those experiencing harassment to feel safe for the duration of the conference. We value your attendance.

 

We expect participants to follow these rules at conference and workshop venues and conference-related social events.

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We bring a combined 50 yrs experience as IT pros to the table, 5 of those organizing technology conferences.

 

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al-Khwārizmī   ->   algoritmi  ->   algorithm