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1. Reinforcement-Learning-Predicting-optimal-ad-positioning-on-webpage Reinforcement-Learning-Predicting-optimal-ad-positioning-on-webpage Public

   In this project, policy iteration, Q learning and Monte Carlo based methods are used to find the optimal placing of an ad on a website.

   Jupyter Notebook 2

2. Deep-Learning-Hardcoding-backpropogation-in-Numpy-and-training-on-MNIST-dataset Deep-Learning-Hardcoding-backpropogation-in-Numpy-and-training-on-MNIST-dataset Public

   In this project, am L-layered deep neural network is implemented by hardcoding and developing the equations of backpropogation in Numpy. The network so developed is then trained on the MNIST dataset.

   Jupyter Notebook 1

3. Deep-Learning-CNN-based-hand-gesture-recognition Deep-Learning-CNN-based-hand-gesture-recognition Public

   This project involves building a 3D Convolutional Neural Network (CNN) to correctly recognize hand gestures by a user to control a smart TV.

   Jupyter Notebook 3 7

4. Restricted-Boltzmann-Machine-based-topic-modelling Restricted-Boltzmann-Machine-based-topic-modelling Public

   This projects builds a Restricted Boltzmann Machine based model to do topic modelling on a set of textual documents.

   Jupyter Notebook 1 4

5. NLP-POS-tagging-using-HMMs-and-Viterbi-heuristic NLP-POS-tagging-using-HMMs-and-Viterbi-heuristic Public

   This project uses the tagged treebank corpus available as a part of the NLTK package to build a POS tagging algorithm using HMMs and Viterbi heuristic.

   Jupyter Notebook 3 3

6. Non-linear-SVM-based-email-spam-classifier Non-linear-SVM-based-email-spam-classifier Public

   This project builds a non-linear SVM model using RBF kernel and compares its performance to that of a linear kernel.

   Jupyter Notebook 2