Valid ✅

Document ID675a6d35-0d31-4026-9036-b3118a0ae13c

Document hashec8aaca7b5dcffa7a5c3b5a040e79ca561442a9deab572aee1841a97e8d0224172c0cde5ab82234a27ecb811ef9e0e9472609552fef363d466ebde3a7def58dc

Document namecourse-v1:intelaedu+DX0108EN+bay-area

Issued atMon Mar 12 2018 16:52:23 GMT+0000 (Coordinated Universal Time)

CriteriaThis certificate is awarded in recognition of full participation 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