nikhils10's repositories
Multivariate-Analysis--Oil-Price-Prediction-Using-LSTM-GRU-
Comparing Long Term Short Memory (LSTM) & Gated Re-current Unit (GRU) during forecasting of oil price .Exploring multivariate relationships between West Texas Intermediate and S&P 500, Dow Jones Utility Avg, US Dollar Index Futures , US 10 Yr Treasury Bonds , Gold Futures.
Time-Series-Forecasting-Apple-Stock-Price-Using-SARIMA-Prophet
Time Series forecasting using Seasonal ARIMA & Prophet. Applied statistical tests like Augmented Dickey–Fuller test to check stationary of series. Checked ACF ,PACF plots to identify Moving average and Auto-regressive order of series. Transformed series to make it stationary.
Movie-Recommendation-Engine
Content based technique using features of movies like its title, director, top actors , genre . Word embeddings of 300 dimensions and generate cosine similarity matrix and find similar movies for that movie.User based, item based collaborative filtering . Singular Value Decomposition.
A-B-Testing-and-Experimentation
Work in progress will be posted soon.
nikhils10.github.io
Contains assets to host website that provides movie recommendations.
Sentiment-Analysis-and-Classification-of-US-Airlines-from-Passenger-Tweets
Sentiment Analysis and a Classification Problem solved using machine learning algorithms like Logistic Regression, Support Vector Machines, XgBOOST, Random Forests Classifier, Niave Bayes . Cleaned textual tweets using techniques like Lowercasing, Stopword Removal, Lemmatization. Applied word2Vec,by generating word embeddings using pre-trained word embeddings.