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Esmail's Projects

brain-simulator icon brain-simulator

built a Multi-Layer Perceptron neural network from scratch and visualized it as a snake's brain. Additionally, I applied a genetic algorithm to enhance its learning capabilities.

compiler icon compiler

Creating regular expression (NFA, DFA) algorithms, and IR code generator for C++ code. for the compiler subject in my computer science degree

dali icon dali

👨‍🎨 DDPM, and High-Resolution Image Synthesis with Latent Diffusion Models, papers implementation from scratch using pytorch.

dalle2-pytorch icon dalle2-pytorch

Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

ddpm icon ddpm

🎨"Denoising Diffusion Probabilistic Models" paper implementation.

diffusers icon diffusers

🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

dit icon dit

Official PyTorch Implementation of "Scalable Diffusion Models with Transformers"

lltra-model icon lltra-model

Language to Language Transformer model where i used my transformer model for translation task. from the paper "Attention is all you Need" 2017 using pytorch.

mnist-classifier-model icon mnist-classifier-model

applying Convolutional Neural Network with MNIST data to classify the digits using pytorch library.

mnist-data icon mnist-data

mnist data i used it to my handwritten digits program

tal icon tal

I developed a Python library for transformers, leveraging the architecture I previously designed. With this library, users can freely install and utilize the transformer architecture.

transformer-model icon transformer-model

I built the Transformer model itself from scratch from the paper "Attention is all you need", Feel free to use this model for your specific purposes: translation, text generation, etc...

wepe icon wepe

built the word to embedding and the positional encoding from scratch and visualize it.

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