Valid ✅

Document ID8bbc03e0-2ebf-410d-9a74-8c3108dc3212

Document hash524371a362f117189e8cd9e85b4325f9e8541f7e21ad678c9eab8305de3434fc1e2f107b60d52fbb5a19e5ca1a112173baed69b253dd3593ab561e1a4723a409

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:54:37 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