Valid ✅

Certificate IDa7b2d3b1-08d2-47cd-b258-e2d4f25b5027

Certificate hashe9d4839184c2a64bab110c4a3bb0850e87500d069db232ddb29863c3ee93f0e213a24b6e2e0f1277b4591c1e2aeb8cc2a6de4dabe68e3ddcb9d39daf7e8468a1

Certificate namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:32:43 GMT+0000 (UTC)

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: