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Banaras Hindu University
- Varanasi, UP
- in/ratul-dutta24
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super_model
super_model PublicThis MNIST model uses a Multi-Layer Perceptron with 669,706 parameters. It takes 784 inputs, passes through two 512-unit ReLU layers, and outputs 10 classes, enabling effective handwritten digit cl…
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neurosymbolic_pitch
neurosymbolic_pitch PublicA VersoSlides presentation on Neurosymbolic AI and Formal Verification, exploring Lean 4 ecosystems like TorchLean and Velvet to ensure trustworthiness in AI-synthesized software and neural networks.
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algebraic-geometry-commutative-algebra-internship
algebraic-geometry-commutative-algebra-internship PublicInternship report and research notes on Algebraic Geometry and Commutative Algebra, covering affine and projective varieties, Noetherian rings, prime spectra, and related topics. Research conducted…
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lenet-inspired-cnn-mnist
lenet-inspired-cnn-mnist PublicA PyTorch implementation of a LeNet-inspired convolutional neural network for handwritten digit classification on MNIST, trained with Adam and evaluated using accuracy and cross-entropy loss.
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torchvision-backbones-toolkit
torchvision-backbones-toolkit PublicPyTorch utilities for pretrained VGG19, ResNet18, and ResNet34: ImageNet-1k inference, custom classification heads for transfer learning, and embedding extractors for downstream tasks like retrieva…
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