DecideX
AI for high risk decision
CEO: ------
FOUNDER: Sai Pranav
co-FOUNDER: Sajiv.S
AI for high risk decision
CEO: ------
FOUNDER: Sai Pranav
co-FOUNDER: Sajiv.S
This project aims to design visualization-based explainable AI tools that help humans interpret and understand decision made by complex machine-learning models. The team will explore techniques such as features attribution, heat map ,decision path ways and interactive dashboards to reveal the reasoning behind model outcomes.
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AI systems are being deployed in high - risk domains such as finance , healthcare , and criminal justice . However , most deep learning models operate as "black boxes," providing predictions without showing how or why those decisions were made.
this lack of transparency leads to mistrust ,unfair decisions , and difficulty in detecting er
AI systems are being deployed in high - risk domains such as finance , healthcare , and criminal justice . However , most deep learning models operate as "black boxes," providing predictions without showing how or why those decisions were made.
this lack of transparency leads to mistrust ,unfair decisions , and difficulty in detecting error or biases .
There is a critical need for explainable AI(XAI) tools that allow humans to understand , verify , and trust AI - generated decisions.
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This project aims to design visualization-based explainable AI tools that help humans interpret and understand decision made by complex machine-learning models. The team will explore techniques such as features attribution, heat map ,decision path ways and interactive dashboards to reveal the reasoning behind model outcomes.
.
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