Valid ✅

Document ID1dab39ef-c8e1-400a-bda0-a7b3f0168281

Document hash41c94b539d259fb51ef1a0375ae14796ad5ba129764118dc678790a84a5fe1be90fb0de69a5062feb61dd9e73cdb8e29df60450fdde95d412cfebe0a7237fae6

Document namecourse-v1:intelaedu+DX0108EN+calgary

Issued atMon Mar 12 2018 17:40:59 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