The Fifth Elephant 2017

On data engineering and application of ML in diverse domains

Talk Less, Chat More

Submitted by Ashutosh (@ashutrv) on Friday, 2 June 2017

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Technical level

Beginner

Section

Full talk for data engineering track

Status

Submitted

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Total votes:  +2

Abstract

Conversational interfaces are the new channels coming up for business. These channels are new for both users and businesses. For a business it’s a new kind of user behaviour they have to understand! This new behaviour generates a completely new kind of data.

This data will provide a completely new information or improve on existing information, a business has about its user. These channels are intimate and personal. This talk will try to give a basic understanding of this new channel from data, analytics and business point of view. To list a few:

  • What new platforms are doing.
  • How’s the technology solving it.
  • How to manage the data which is being generated

Outline

Conversational Interfaces ( 10 min )

  • Introduction of the paradigm.
  • Why is it important to understand this, for business and techies both.
  • What are the use cases?
  • New Channel - New kind of data.
  • How to look for information in this data?
  • What problems can this data solve/improve?

Platforms ( 15 min )

  • Facebook Messenger as a platform.
  • Architecture overview.
  • kick start a FB bot in 2 mins.
  • challenges and workarounds.
  • Limitations of current platforms.
  • Future Roadmap of platforms.

How Far is AI ? ( 10 min )

  • Retrieval based models.
  • Generative models ( a demo of pre-trained model )
  • Markov chain based model.
  • How to workout the context in conversation?
  • How good is AI as a service from wit.ai, luis.ai, api.ai?

Where Are We Heading? ( 5 min )

  • How is the future look like optimism or whishful thinking?
  • How are the industries looking at the bot channels?

Speaker bio

Ashutosh is co-founder of PerfectPi, A platform to help brands to create conversations on FB Messenger. Ashutosh is a machine learning and NLP scientist. At PerfectPi he has built the platform from ground up and scaled it to handle millions of users.

There were so many learnings in this journey of building PerfectPi and want to share the experiences/ challenges this field faces from technology, data and business point of view.

Links

Slides

https://drive.google.com/file/d/0BwceZGFFXIFrNFhZbHhZVnRleFU/view?usp=sharing

Preview video

https://drive.google.com/file/d/0BwceZGFFXIFrWmFaYzJvWWFBcHM/view?usp=sharing

Comments

  • 1
    Zainab Bawa (@zainabbawa) Reviewer a year ago (edited a year ago)

    We require a preview video explaining what this talk is about and what is the takeaway for the audience. Please submit this by 10 June or earlier.

  • 1
    Ashutosh (@ashutrv) Proposer a year ago

    Hi, I have updated the preview video. And my rough slides are pretty much similar to what I have mentioned in the outline. Let me know if that is sufficient for now.
    I will updated the final draft in sometime.

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