Projects / Local Chapter Challenge

Building a Smart Assistant for Deaf and Hard of Hearing Individuals Using Deep Learning

Challenge Completed!


Omdena Featured image

This Omdena Local Chapter Challenge runs for 6 weeks and is a unique experience to try and grow your skills in a collaborative and safe environment with a diverse mix of people from all over the world. 

You will work on solving a local problem, initiated by Jordan Chapter.

The problem

Despite the importance of sign language in the deaf community, many hearing individuals are not familiar with the language and may struggle to communicate with Deaf and Hard of Hearing individuals. This is where tools like the deaf and hard of hearing assistant come in, providing a means of bridging the communication gap between Deaf and Hard of Hearing individuals and others who may not be familiar with sign language.

The goals

In this project, the Omdena Jordan Chapter team aims to develop a Deep Learning model that will train to recognize sign language gestures and translate them into text. This process involves feeding labeled data into the model, tweaking parameters, and iterating until we achieve the desired level of accuracy. The project’s primary goal is to display the Arabic sign language gestures in real-time and generate them in a text format.

With a duration of 8-weeks, this project aims to:

  • Data Collection and Exploratory Data Analysis
  • Preprocessing
  • Feature Extraction
  • Model Development and Training
  • Evaluate Model
  • App development

Why join? The uniqueness of Omdena Local Chapter Challenges

Omdena Local Chapter Challenges are not a competition or hackathon but a real-world project that will grow your experience to a new level.

A unique learning experience with the potential to make an impact through the outcome of the project. You will go through an entire data science project lifecycle. This covers problem scoping, data collection, and preparation, as well as modeling for deployment.

And the best part is that you will join the global and collaborative community of Omdena with tons of benefits to accelerate your career.

Read more on how Omdena´s Local Chapters work

First Omdena Local Chapter Challenge?

Beginner-friendly, but also welcomes experts

Education-focused

Open-source

Duration: 4 to 8 weeks



Your Benefits

Address a significant real-world problem with your skills

Build your project portfolio

Access paid projects (as an Omdena Top Talent)

Get hired at top organizations



Requirements

Good English

Suitable for AI/ Data Science beginners but also more senior collaborators

Learning mindset



Application Form

Related Projects

media card
Utilizing Machine Learning for Enhanced Valuation of Personal Injury Claims
media card
Developing a Conversational AI-Powered Child Protection Dashboard
media card
AI for Child Safety: Enhancing Protection Mechanisms in Kenya

Become an Omdena Collaborator

media card
Visit the Omdena Collaborator Dashboard Learn More