Valid ✅

Document ID1a4ad7b6-53dd-47f3-a929-b99bb02f4122

Document hashaccd36f4848d96a0b689c18d23808b84231828b1e29242c13874827a4e9608b6378234418db40912cd5e34bdd07d4ecb6c1d95935bea422cbd71264ff7970f7a

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:33:37 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