Valid ✅

Document IDcb29dd57-d53c-48d7-907e-54f62e70ff56

Document hash826ffe2ede8aca5c631f7e1f4dd88bd0f21d0d205a2dfe57b26a02b6a7598c968698c6d154fa3ee10d366170d11ee6ccb9eed5bb9b8709d16429069cc3f9a5fd

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:39:04 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: