Adaptive Virtual Assistant for Enhanced User Understanding
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Project scope
Categories
Software development Machine learning Artificial intelligence EducationSkills
natural language processing (nlp) algorithms machine learning systems architecture machine learning model training user feedback researchThe goal of this project is to develop a virtual assistant technology that leverages natural language processing (NLP) and machine learning (ML) to provide users with personalized answers that maximize their understanding. People naturally adapt how they talk to others in order to make sure listeners understand what is being taught or communicated. Today's virtual assistants don't make such adaptations. MyEdMaster LLC aims to create an intelligent system capable of interpreting user queries, learning from interactions, and delivering responses that are not only accurate but are customized to the user. The project will involve designing algorithms that can analyze and process natural language inputs, as well as implementing machine learning models that adapt and improve over time based on user feedback. The virtual assistant should be able to handle a variety of questions, provide clear and concise answers, and continuously refine its responses to better meet user needs.The initial focus will be on educational applications.
Key tasks include:
- Researching existing NLP and ML technologies.
- Designing and implementing NLP algorithms.
- Training ML models using relevant datasets.
- Testing and refining the virtual assistant's performance.
The project will result in a functional prototype of a virtual assistant that can understand and respond to user queries effectively. Deliverables include:
- A detailed report on the research and design of the NLP and ML components.
- A working prototype of the virtual assistant.
- Documentation outlining the system architecture, algorithms used, and training process.
- A user manual explaining how to interact with the virtual assistant and how it improves over time.
We will meet with learners weekly to review progress and collaborate on design and development. We also have existing tools that may be relevant to the project.
Supported causes
The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.
About the company
MyEdMaster provides educational services and does software development for health and educational applications. We also conduct scientific research in these areas.
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