Valid ✅

Document ID384bc6c2-b177-44e2-9bec-c8c09555807a

Document hash1038da2a91663fc007f57077d0413f029636d914a5a1738462802d03c5c04f9c0dd5fdd89129c5051fcedf2043819c2bd39e5df4806ab641fa93e083ddc72717

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:33:43 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