Valid ✅

Document ID1fa0ab6a-b2b9-4211-bf44-2e8b5cb88515

Document hashf27f90f0b767bb42dffd3e9ac5ec21fb88a9ae251edebb94f2c24a30fcb53badc5e773200d64fb723ba61faa446c8f33a71aa9af1fd24f0b25183e8a79de4149

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:33:38 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