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1. NLP NLP Public

   Implemented projects from noncontextual word embeddings like Word2Vec to contextual word embeddings like ELMO, GPT, BERT to solving NLP tasks Sentence Level Classification (sentimental analysis & T…

   Jupyter Notebook

2. CV CV Public

   Implementation of algorithms like CNN, Vision Transformers, VAE, GAN, Diffusion .... for image data

   Jupyter Notebook 2

3. GNN GNN Public

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4. Convex-Unconstrained-NonLinear-Optimization-Algorithms Convex-Unconstrained-NonLinear-Optimization-Algorithms Public

   Analytical and numerical techniques like gradient descent, genetic algorithm, ... to solve a convex unconstrained nonlinear optimization problem from scratchh without using any python library

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5. Tabular-Cross-Sectional-Modelling Tabular-Cross-Sectional-Modelling Public

   Implementation of algorithms such as normal equations, gradient descent, stochastic gradient descent, lasso regularization and ridge regularization from scratch and done linear as well as polynomia…

   Jupyter Notebook

6. Time-Series-Modelling Time-Series-Modelling Public

   Performed literature survey on various architectures like FFNN, RNN, LSTM RNN, Gated RNN, and Transformers (SOTA Model) - unidirectional and bidirectional versions of all these, that can be used to…

   Jupyter Notebook