Experienced data scientist having worked on extensively used linear models, decision trees and neural networks for both regression and classification tasks. Please find below the required details:
1) What is your price per hour ? (suggestion how you will calculate payment)
Price per hour would be 18 USD/ hr but would prefer milestone based payment.
2) Which regression machine learning methods do you know and like to use ?
Have used all varieties of linear models (Linear Regression, Ridge, Lasso, ElasticNet etc.), Decision tree based (ExtraTreesRegressor, RandomForestRegressor, xgboost, lightgbm etc.), neural networks (CNN, RNN, LSTM etc.) along with the exotic (if I may say so) algos like Vowpal wabbit, FTRL etc.
3) Do you know to tune parameters of machine learning method ?
Yes, hyperparameter tuning is an important part of machine learning and have done that in every project
4) Do you know to use cross validation and to create ensamble model from several models ?
Yes, know about bagging, boosting, cv, stacking