Manjunath Bhat
I am a freelance Data Scientist with Ph.D. in theoretical particle physics (Lattice QCD) from Adam Mickiewicz University, Poznan, Poland. I have a M.Sc degree in Physics from Manipal University, Manipal, India and I also have a B.Sc degree with triple major in Physics, Mathematics and Computer Science.
Portfolio
Natural Language Processing: Tensorflow, Sklearn and Gaussian Naive Bayes Classifier
My complete implementation of NLP on a restaurant review dataset
(GitHub)
Deep Learning Projects
Detect image of cat or dog: Convolutional Neural Networks
In this project, I first built a convolutional neural network (CNN) using Tenserflow and Keras libraries. Then, I trained CNN using thousands of images of dogs and cats. Then, I predicted whether a single image is a cat or a dog
Artificial Neural Network (ANN): Tensorflow,Keras, Sklearn
In this project, I built an ANN using Tensorflow and Keras libraries. Then, I used the Churn Modeling dataset, (which contains details of bank customers) to train this ANN model. Before training the model, the dataset was first preprocessed using the LabelEncoder module from the Sklearn library to encode the gender category data, and then I used OneHotEncoder to encode the country categorical data. Then I used my ANN model to predict whether a particular customer would stay with the bank or not.
Logistic Regression to the Wine dataset
In this project, I applied principal component analysis (PCA) to the Wine dataset and performed Logistic regression using the Sklearn module.
