Valid ✅

Document ID345af693-cc05-47f3-bb75-582154edbc47

Document hashff875739508b291ad87ad7ad1b48a5105142c53587421aec4c0941e1feb763564f8d364fbb152f7fe0a2359179f9aabe4ad88eea83bb5acbfa1eb0f53c1ae7aa

Document namecourse-v1:intelaedu+DX0108EN+v0

Issued atTue Aug 15 2017 06:57:02 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