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George Cao's Projects

a-b_testing icon a-b_testing

Comparing the lift in the subscription rate between the control and personalized contents across marketing channels, and conducting two sample t-test to determine if the difference is statistically significant.

amazon-sagemaker-examples icon amazon-sagemaker-examples

Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker

classification-thanks-to-the-svm-model-with-7-years-of-ozone-data-with-machine-learning icon classification-thanks-to-the-svm-model-with-7-years-of-ozone-data-with-machine-learning

I developed 2 machine learning software that predict and classify ozone day and non-ozone day. The working principle of the two is similar but there are differences. I got the dataset from ics.icu. Each software has a different mathematical model, Gaussian RBF and Linear Kernel, and classifications are visualized in different ways. I would be happy to present the software to you!

customer-churn-w-logistic-regression icon customer-churn-w-logistic-regression

Utilizing tools such as Spark, Python (PySpark), SQL, and Databricks, performed logistic regression on customers to predict those at a higher risk of churning, then applied the model to an unseen "new customers" data set.

data-visualization-with-python icon data-visualization-with-python

Data visualization is the visual presentation of data or information. The goal of data visualization is to communicate data or information clearly and effectively to readers. Typically, data is visualized in the form of a chart, infographic, diagram or map.

ds-take-home icon ds-take-home

My solution to the book A Collection of Data Science Take-Home Challenges

gcloud icon gcloud

Google Cloud tutorial and setup

k-mean icon k-mean

‘Iris’ dataset, predict the optimum number of clusters and represent it visually.

marketing-analytics icon marketing-analytics

Analysing the marketing data of a particular store and gaining insights, which will be useful for decision making.

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