2024

Dashboard for Predictive AI- Regression and classification models

Entrant Company

Dr. Ranjith Gopalan

Category

Innovation in Technology - Artificial Intelligence (AI)

Client's Name

Country / Region

United States

A unified dashboard for data scientists to manage tasks such as data preprocessing, feature engineering, and hyperparameter tuning for creating and fine-tuning machine learning and deep learning models. This innovative tool would revolutionize workflows by minimizing the need to switch between different tools, thereby helping to identify the best-fit models more efficiently.

This dashboard integrates creative AI, allowing users to utilize the application as a chatbot for generating information. It employs a stable LLM and integrates relevant data for training, testing, and validation.

Such a dashboard would combine various models and tools, providing a single interface for exploratory data analysis (EDA), model training, and prediction. This would not only enhance productivity but also improve collaboration among data scientists.

The dashboard, built using React, Django (Python), and PostgreSQL, would seamlessly integrate AI models and feature:

Easy deployment of regression and classification models.
Provision of training, validation, and test data.
Model integration with booting technology.
User-defined hyperparameter tuning.
Exploratory Data Analysis (EDA) for images, numerical, and categorical data.
User-friendly predictive AI features.
Creative AI, including provisions for a chatbot to interact with Rally test management data.
PDF comparison, enabling users to upload and visually compare large PDF files.
Image comparison, allowing users to compare two images and identify differences.

Credits

 
2024
Grain&Gather

Entrant Company

Andi Zhou, Siyuan Ma

Category

Innovation in Design - Social Impact Design

Country / Region

United States

 
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Entrant Company

MISTO

Category

Innovation in Services and Solutions - Community 

Country / Region

Ukraine

 
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Entrant Company

eBay Inc.,

Category

Innovation in Technology - Software

Country / Region

United States

 
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Entrant Company

Qingzhou Ma & Ziyi Jiang

Category

Innovation in Design - User Experience Design

Country / Region

United States