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1. Dynamical-Isometry-from-Orthogonality-Neural-Nets Dynamical-Isometry-from-Orthogonality-Neural-Nets Public

   Mathematical consequences of orthogonal weights initialization and regularization in deep learning. Experiments with gain-adjusted orthogonal regularizer on RNNs with SeqMNIST dataset.

   Jupyter Notebook 17 2

2. Quantitative-Comparison-NLP-Embeddings-from-GloVe-to-RoBERTa Quantitative-Comparison-NLP-Embeddings-from-GloVe-to-RoBERTa Public

   Fair quantitative comparison of NLP embeddings from GloVe to RoBERTa with Sequential Bayesian Optimization fine-tuning using Flair and SentEval. Extension of HyperOpt library to log_b priors.

   Jupyter Notebook 18 4

3. Black-Scholes-Option-Pricing-Model Black-Scholes-Option-Pricing-Model Public

   Black Scholes Option Pricing calculator with Greeks and implied volatility computations. Geometric Brownian Motion simulator with payoff value diagram and volatility smile plots. Java GUI.

   Java 47 16

4. Contextualized-Word-Vectors-CoVe-Learned-in-Translation Contextualized-Word-Vectors-CoVe-Learned-in-Translation Public

   CoVe embedding training from-scratch using biLSTM with attention with TensorFlow Neural Machine Translation API.

   Jupyter Notebook 2

5. MLP-Numpy-Implementation-Gradient-Descent-Backpropagation MLP-Numpy-Implementation-Gradient-Descent-Backpropagation Public

   Numpy implementation from scratch of gradient descent and backpropagation for Multilayer Perceptron. Classification of MNIST digits task. Python GUI for digit-drawing.

   Python 6

6. Time-Series-AR-Modelling-in-Cpp Time-Series-AR-Modelling-in-Cpp Public

   Developed a fast implementation of autoregressive models with fitting, ACF/PACF tests and forecasting.

   C++ 11