Valid ✅

Document ID3e51dfc7-f54e-476a-824e-58a7a60ded51

Document hash20207aff832afcac4ddda5d28e88808d62c77da9aa135a0eba94e6b0b7bb376fc02ab60bb5148f409de52d2e115d2aa92e51749aa39f52e93a4ac6b29a4a8cef

Document namecourse-v1:intelaedu+DX0108EN+calgary

Issued atMon Mar 12 2018 17:05:24 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