The Fifth Elephant 2023 Winter
The Fifth Elephant For members

The Fifth Elephant 2023 Winter

On the engineering and business implications of AI & ML

Make a submission

Accepting submissions till 15 Nov 2023, 11:59 PM

Bangalore International Centre (BIC), Bengaluru

Tickets

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The Fifth Elephant Winter Edition videos are available to watch here

Event highlights:




  ⁠

Why Large Language Models are important in AI

In 2020, OpenAI released a Large Language Model (LLM) called GPT3 which has a billion parameters. With a minimal and intuitive user interface which was released to go with GPT3, it caught the imagination and attention of AI communities and researchers all over the world.
One by one, the domain use cases such as co-pilots for coding, creative AI, and other downstream tasks were shown to be fast-tracked by GenerativeAI models and LLMs. As such, there is a wide-ranging interest in large language models and applications around them for various domains and use cases in the AI space. Experiments which aim to find optimal hyperparameters, and those dealing with underfitting and overfitting models are being carried out regularly; more and more barriers are being broken down every day.

The Fifth Elephant 2023 Winter edition will cover topics on the research, engineering, and business aspects of AI, exploring the practical implementation and economic implications of these systems.

Themes

The winter edition of The Fifth Elephant will showcase talks, discussions and demos across generative and multimodal AI, and other classic AI/ML/DL applications on the below themes.

AI engineering Track

Share approaches and case studies covering the following use cases:

  • Products and platforms using LLMs, GenerativeAI, ML, and Deep Learning techniques, and business formulation around AI engineering.
  • Conversational AI and search, automatic speech recognition, healthcare, e-commerce, fintech, media and OTT, and other verticals.
  • Multilingual needs in India in digital products/platforms - features discussions, models training, finetuning, RLHF, RAGs, quantization techniques, dataset curation and augmentations, challenges faced in pipelines, evaluation metrics, future roadmaps, applications such as multilingual voice bots using ASR/STT, text to speech for accessibility.

Data Science operations track

Share case studies and experiential talks on handling the operations for data science such as scaling challenges and fine-tuning challenges, and lessons learned, and best practices for incorporating ethics, safety, and bias.

Demo track

Show demos on features/products which leverage AI and LLM-based APIs and models. It can be from creative AI, generative AI space, and various verticals with relevant use cases.

The Fifth Elephant membership

The December edition will be held in-person. Attendance is open to The Fifth Elephant members only. Pick a membership to attend the in-person conference, and to support The Fifth Elephant’s community activities.

Who will benefit from participating in The Fifth Elephant community:

  1. AI/ML/Data Science Ops engineers who want to learn about state-of-the-art tools and techniques, especially from domains such as health care, e-commerce, automobile, agri-tech and industrial verticals
  2. Data scientists who want a deeper understanding of model deployment/governance.
  3. Architects who are building ML workflows that scale.
  4. Tech founders and CTOs who are building products and platforms that leverage AI, ML and LLMs
  5. Product managers, who want to learn about the process of building AI/ML products.
  6. Directors, VPs and senior tech leadership who are building AI/ML teams.

Sponsorship

Sponsorship slots are open for:

  1. Infrastructure (GPU, CPU and cloud providers) and developer productivity tool makers who want to evangelise their offering to developers and decision-makers.
  2. Companies who want to do tech branding among AI and ML developers.
  3. Venture Capital (VC) firms and investors who want to scan the landscape of innovations and innovators in AI and who want to source leads for investment in the AI and ML space.
    If you are interested in sponsoring The Fifth Elephant, email sales@hasgeek.com.

Contact information

Join The Fifth Elephant Telegram group on https://t.me/fifthel or WhatsApp group. Follow @fifthel on Twitter.
For inquiries, call The Fifth Elephant on +91-7676332020 or leave a comment here.

Hosted by

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

Supported by

Sponsor

Microsoft for Startups Founders Hub is a digital ecosystem removing barriers to building a company with free access to technology, coaching, and support for founders in any stage of development. Let us accelerate your startup journey from idea-to-exit. Find out more here: https://startups.microsoft… more

Tanuja Ganu

@tanujag

Shiksha copilot

Submitted Nov 8, 2023

Title

Shiksha copilot- Empowering teachers to create best learning experiences

Overview

Shiksha copilot is a research project at Microsoft Research, India. The project aims to improve learning outcomes and empower teachers to create comprehensive, age-appropriate lesson plans combining the best available online resources, including textbooks, videos, classroom activities, and student assessment tools. To help curate these resources, the project team built a copilot—an AI-powered digital assistant—centered around teachers’ specific needs.

Problem

Teachers are the backbone of any educational system. They are not just educators; they are indispensable navigators, mentors, and leaders. Teachers around the world face many challenges, which vary from country to country or even within a city or town. But some challenges are universal, including time management, classroom organization, and creating effective lesson plans, personalizing content for henetrogenous student-base in their class and eventually improving the learning outcomes.

Solution

Shiksha copilot is a copilot experience for teachers to generate personalized and engaging learning experiences for their studnets in just a few minutes. Shiksha copilot addresses various societal and technical challenges in developing inclusive and accessible copilots such as improved multilingual and multimodal interactions. Educational content is mainly multimodal, including text, images, tables, videos, charts, and interactive materials. Therefore, for developing engaging learning experiences, it is essential to build generative AI models which have unified multimodal capabilities. Also, these experiences are most impactful when delivered in native languages, which requires improving the multilingual capabilities of generative AI models.

This copilot is being developed as part of Project VeLLM (Universal Empowerment with Large Language Models) at Microsoft Research India. VeLLM’s goal is to make inclusive and accessible copilots available to everyone by building a platform for developing population-scale copilots. Inclusive copilots must address various real-world challenges, such as a multilingual user base, varied skillsets, limited devices and connectivity, domain-specific understanding, guardrails, and safety principles. Shiksha is the first copilot developed using the VeLLM platform. The VeLLM team is working with collaborators across diverse domains, such as agriculture and healthcare, to develop tailored domain-specific copilot experiences utilizing the platform and addressing associated research problems.

Speaker

Tanuja Ganu, Principal Research SDE Manager, Microsoft Research, India

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Make a submission

Accepting submissions till 15 Nov 2023, 11:59 PM

Bangalore International Centre (BIC), Bengaluru

Hosted by

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

Supported by

Sponsor

Microsoft for Startups Founders Hub is a digital ecosystem removing barriers to building a company with free access to technology, coaching, and support for founders in any stage of development. Let us accelerate your startup journey from idea-to-exit. Find out more here: https://startups.microsoft… more