Valid ✅

Document ID15c51e32-7be8-468f-837f-ec0953746502

Document hash24338c22c743b7a75104a484867ca0a140736e0e53bccb588a19a958bfe29fe3f3e67370ea25ba99da225e39b16ae34281a4359c91463d53eeb8fbf40bfb2d34

Document namecourse-v1:intelaedu+DX0109UA+v1

Issued atSat Aug 19 2017 07:44:11 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.