CERTIFICATE OF ACHIEVEMENT This Certificate is awarded to Emeka Raymond Okolocha for successful completion of Data Science After this course, the participants have learned about: OUTLINE: Revision of Python. Libraries and Frameworks (Numpy, Pandas, Matplotlib, Seaborn). Machine learning and its types Introduction to Sci-Kit learn. Introduction to basic statistics. Data Preparation. Data Representation. Data Analysis. Visualisation. LEARNING GOALS: Analyse data, design solutions and transform it into Python code. Load structured datasets and operate manipulations. Clean, filter, transform and visualise datasets. Prepare data sets for statistics or basic ML models. Perform training and testing. This course was held for a period of 52 hours from 13/09/2021 to 17/12/2021. Munich, 11/01/2022 Anne Kjaer Bathel Managing Director ReDI School of Digital Integration CEO & Co-Founder ReDI School of Digital Integration is a non-proft organization that promotes the economic and social integration of newcomers and asylum seekers in Germany and Europe. The courses offered at ReDI School are not part of governmental policies or public programs. Participation in the courses is voluntary and free for the participants. ReDI School is fnanced through donations and works through the voluntary commitment of the teachers.