Valid ✅

Document IDb2afdad9-b8e7-44b8-b9a3-ce356bc58417

Document hash33cee31229f19cd8a652a557a7a48957c00114a1fc2a4304011242615496451cca90e55218bd75239f17166e1584483d7230dd658cb5ef462a1220e7110e8e9f

Document namecourse-v1:intelaedu+DX0108EN+calgary

Issued atMon Mar 12 2018 17:29:50 GMT+0000 (Coordinated Universal Time)

CriteriaThis certificate is awarded in recognition of full participation and successfully passing the final exam in an intensive, four-day data science bootcamp taught by IBM and Intela instructors. The bootcamp covered the following topics in-depth: data science fundamentals, data analysis in Python (including pandas and scikit-learn), the Jupyter Notebook, JupyterLab, data visualization in Python (including Matplotlib and Folium), statistics (correlation, normal distribution, hypothesis testing, tests of significance, t-test, chi-squared test, A/B testing), machine learning with Python (including linear regression, decision trees, k-nearest neighbours, k-means clustering, hierarchical clustering, collaborative filtering), IBM Cloud, computer vision in Python with OpenCV and IBM Watson, and big data with Apache Spark. The bootcamp involved a combination of theoretical as well as extensive hands-on practice. To learn more about the data science bootcamp, go to: https://courses.bdu.intela-edu.com/courses/course-v1:intelaedu+DX0108EN+calgary/about