Valid ✅

Document ID6d7ee9dd-f583-4930-a18e-cc257b87ff7f

Document hash0301e24b408b7022f118fbdc36b10c93ade3f36be075108c49e4067d2ded80cc1c1b35528e76896f33268973a044a528f40417d3bcea95857bfee0eb319112b2

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:46:16 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