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Aditya Pandey

Southern Asia
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Articles

Health system learning enables generalist neuroimaging models

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By Akhil Kondepudi, Akshay Rao, Chenhui Zhao, Yiwei Lyu, Soumyanil Banerjee, Rushikesh K. Joshi, Anna-Katharina Meissner, Xinhai Hou, Cheng Jiang, Asadur Chowdury, Ashok Srinivasan, Brian Athey, Vikas Gulani, Aditya Pandey, Honglak Lee, Todd C Hollon, Samir Harake, Jacob Ogle
| Nature Verified
Abstract Frontier artificial intelligence (AI) models have advanced rapidly through training on internet-scale public data, yet such systems lack access to private clinical data. Neuroimaging is underrepresented in the public domain due to identifiable facial features within magnetic resonance imaging (MRI) and computed tomography (CT) scans, restricting model performance in clinical medicine.
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Locked into your forum choice

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By Vikram Sobti, Aditya Pandey
| Bar & Bench Verified
In M/s Kabra and Associates & ors. v. Rekha Rajkumar Hemdev & Ors., the Supreme Court has held that a homebuyer who approaches the Real Estate Regulatory Authority (RERA) first — even if the complaint is withdrawn on procedural grounds without any hearing on merits — is permanently barred from pursuing that cause of action before a consumer forum.
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How Transformers Architecture Powers Modern LLMs

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By Aditya Pandey
| DEV Community
When we interact with modern large language models like GPT, Claude, or Gemini, we are witnessing a process fundamentally different from how humans form sentences. While we naturally construct thoughts and convert them into words, LLMs operate through a cyclical conversion process. Understanding this process reveals both the capabilities and limitations of these powerful systems. At the heart of most modern LLMs lies an architecture called a transformer.
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