Valid ✅

Document IDd0ab43fe-4071-4f5d-9629-28a380fe38b5

Document hashde49ed5dffdd479abfd4b2a384d8d2ad97b0cdaed9ae036fe319e6c8e2cc85399650222c124a988ebd1e0b3e3dfca15ca0937ccaf1da96dd76b53b5e2f92e404

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:38:03 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: https://courses.bdu.intela-edu.com/courses/course-v1:intelaedu+DX0108EN+v0/about