Valid ✅

Document ID1f735e1c-c45d-4e4b-a4df-76da413422fc

Document hash7e991743f4f65787bd4ee16c55f617f27643638ed2583bedd4c78ec9089f2fe717af571032c0ce5760cbca0f704354caea72e2b4301f2bb59a0321cbbd334460

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 07:13:19 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: