Valid ✅

Document IDdbaebf82-0b3c-4eb4-9c17-c7bbec94826f

Document hash9bedefbbd9527829e90dcf508a55a7a3831f0ebd7247db7abedcd42eda2868bba0024db7cfd70524945de92cdf2d1db565f411a802c52d02c1f5e99f59c1b078

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 07:02:34 GMT+0000 (Coordinated Universal Time)

CriteriaThis certificate is awarded in recognition of full participation and successfully passed the final exam in an intensive four-day data science bootcamp taught by IBM instructors. The bootcamp covered the following topics in-depth: data science fundamentals, data analysis in Python (including pandas and scikit-learn), Jupyter notebooks, data visualization in Python (including matplotlib and folium), machine learning with Python (including decision trees, random forests, k-nearest neighbours, k-means clustering), computer vision in Python with OpenCV and IBM Watson Visual Recognition, chatbots with IBM Watson Conversation, big data with Apache Spark, and deep learning with TensorFlow. The bootcamp involved a combination of theoretical as well as extensive hands-on practice. To learn more about the IBM Data Science Bootcamp, go to: https://courses.bdu.intela-edu.com/courses/course-v1:intelaedu+DX0108EN+v0/about