Valid ✅

Document ID2ab25069-f902-45bd-8a2f-c12ea495030c

Document hash31245718680356ac4fad25f33f07b1bcb666203630391689adbbf323bc3ac835e88306f214d571ac82e8ab884c1c05048b8bfb17e4002d43acf422b8f88d9508

Document namecourse-v1:intelaedu+DX0108EN+calgary

Issued atMon Mar 12 2018 20:21:05 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