Data Science Portfolio

Crude Oil WTI Price Estimator

• Utilized python to implement Long Short-term Memory algorithm for predicting oil WTI prices.
• Collected over 25 years economic indicators and crude oil prices.
• Predicted correctly the crude oil stock price are whining the range of $48-55 by the end of 2020.

A Poll of Presidential Candidate by Twitter Sentiment Classification

• Utilized python to implement unsupervised machine learning techniques for observing the population of American 2020 presidential candidates. lose up to 20% positive discussions in 2020 than in 2016.
• Used Twitter APIs to scrape about 10000 tweets.
• Predicted one of candidates lose up to 20% positive discussions in 2020 than in 2016.

Annual Salary Estimator

• Wrangled trading data using python to remodel and visualize the dataset to track location of transaction.
• Utilized python to implement supervised machine learning techniques for identifying the annual salary for each customer.