Valid ✅

Document ID8b05266d-ac12-471f-8324-c081be332cdd

Document hashbbccd280b157b1cfbdfcaef640108ff733bb1c340323bdd9b7d51016a8ba41038892a81c43f863a7439a9c03524ab3f597c0e98852475d15b606ff54517f3f5d

Document namecourse-v1:intelaedu+DX0108EN+calgary

Issued atMon Mar 12 2018 17:13:07 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