Valid ✅

Document ID44bbf8fa-d61d-4d16-b380-8636742cf421

Document hash35058223e17aa95395796ce7c2a179a64c9004d2f34489704b8658855e2daa763b080927367cc40798a1909a4f6989a76d9b9d167a6b9ed77e387e3f79960042

Document namecourse-v1:intelaedu+DX0108EN+calgary

Issued atMon Mar 12 2018 17:13:05 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