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JEPA World Models: Innovative Predictive Learning Across Images, Video, and Agents
Joint-Embedding Predictive Architectures (JEPAs) are a family of models that learn by predicting high-level features rather than pixels. They unify image-based learning (I-JEPA), video-based learning (V-JEPA), and general predictive world models for autonomous agents. If you zoom out a bit, modern self‑supervised vision methods mostly fall into two categories: Invariance-based : given two augmented views of the same image, force the encoder to produce almost identical embeddi
Srijon Mandal
Nov 234 min read


Universal App Launcher: Build Once, Use Everywhere
Every AI app wiring directly to multiple tools using multiple integrations lead brittle prompts and duplicated glue code. Here comes a solution - MCP (Model Context Protocol) , a standard client–server contract . Each Host ships one MCP Client and each capability lives behind an MCP Server . New pairings require zero new glue . It insures safer tool use, portable integrations, and faster iteration. MCP Overview An architecture diagram depicting the infrastructure prior to M
Srijon Mandal
Jul 275 min read


A Computational Approach to Precision Oncology for TP53 Mutations
TP53 is a critical tumor-suppressor gene, plays a pivotal role in preventing cancer. Mutations in TP53 are linked to over 50% of human cancers, making it crucial for precision oncology. This research uses advanced computational techniques and machine learning models to analyze TP53 mutations, providing insights into their impact and aiding in the development of targeted therapies. Infographic detailing the effects of mutant p53 on cancer progression, highlighting impacts such
Srijon Mandal
Jul 252 min read


Demonstrate the Practical Application of Generative AI in Azure
What is Generative AI ? Generative AI is a class of artificial intelligence systems that can create new content. This can include text, images, music, and other types of data. Key Ideas of Generative AI Creating New Stuff: Think of generative AI as an incredibly smart and creative tool. It can write stories, draw pictures, compose music, and even design new products. It’s like having an artist, writer, and inventor all rolled into one, powered by a computer. Learning from Ex
Srijon Mandal
Apr 119 min read


Spiking Neural Networks: Advancing AI Architecture
Spiking Neural Networks (SNNs) are a major shift in artificial intelligence as they draw inspiration from the critical biological processes in the human brain. As opposed to traditional artificial neural networks (ANNs) which rely on continuous signals and static activation functions (sigmoid, ReLU), SNNs employ discrete, event-driven spikes to transmit information. They are the next frontier in AI in terms of efficiency, functionality, and adaptability. What are ANNs? Befor
Srijon Mandal
Dec 25, 20245 min read


Enhancing Indoor Localization using ARKit and RANSAC
Introduction Indoor localization is a crucial technology for navigation where GPS systems fall short, such as in large buildings or complex indoor environments. This blog post explores a novel approach that proposes use of ARKit and advanced image processing algorithms to accurately detect walls and planes, ensuring precise localization. This technology is particularly beneficial for applications like assisting visually impaired individuals, guiding emergency responders, or n
Srijon Mandal
Dec 25, 20242 min read


Autism Treatment: A Multimodal Monitoring and Analysis System using Generative AI
Introduction Autism Spectrum Disorder (ASD) presents unique challenges in diagnosis and monitoring due to its diverse manifestations. Traditional methods often rely on behavioral observations and interviews, which may not capture the full spectrum of symptoms. Enter GeminiCare , an advanced Multimodal Autism Monitoring & Analysis System powered by Gemini AI, designed to assist medical professionals in diagnosing and monitoring autistic patients more efficiently and accurately
Srijon Mandal
Dec 24, 20244 min read


Dream Reconstruction using Morse Code-based Prediction Algorithm and Generative AI
Dream Reconstruction using Morse Code-based Prediction Algorithm and Generative AI | by Srijon Mandal | Sep, 2024 | Medium Reconstruction of Dream using Morse Code-based Prediction Algorithm Advanced Brain Signal Analysis for Thought Translation, Dream Conversion, and Emotion Detection in Neurological Treatment Introduction Dreams are one of the most enigmatic aspects of human consciousness, and reconstructing them has long fascinated neuroscientists and technologists alike.
Srijon Mandal
Oct 26, 20246 min read


Demonstrate the Practical Application of Generative AI using working code snippets
What is Generative AI ? Generative AI is a class of artificial intelligence systems that can create new content. This can include text, images, music, and other types of data. Key Ideas of Generative AI Creating New Stuff: Think of generative AI as an incredibly smart and creative tool. It can write stories, draw pictures, compose music, and even design new products. It’s like having an artist, writer, and inventor all rolled into one, powered by a computer. Learning from Ex
Srijon Mandal
May 18, 20249 min read
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