ReDl School of Digital Integration MIB«j I)fünihnir aemijttigungi ond (lualtIltutrungtpanmmTn CERTIFICATE OF ACHIEVEMENT This Certificate is awarded to IBRAHEEM jflr)FNIRAN for succesful completion of PYTHON FOR DATA SCIENCE COURSE CONTENT The content covered includes, but not be limited to: - Data Loading & Reprocessing using pandas - Data Visualization using matplotlib - Machine Learning using scikit-learn - Feature Engineering - Regression - Classification - Evaluation & Interpretation LEARNINC; OUTCOMES Upon successful completion, students have the knowledge and skills to: - The students understand Machine Learning Terminology - The students are able to apply Machine Learning Algorithms - The students are able to define the type of the Machine Learning problem - The students are able to identify different data types and deal with object type data. Ciraduation Project: Home Credit This course took place at Alte Akademie & Thoughtworks i of three months from Feb to May 2019 in a capacity of 50 PeDI School of Digital Integration is a non-profit organiza'?on that promotes economic and social integration of newcomers and asylum seekers in Germany and Europe. Anne Kjaer Qiechert Managing Director PeDI School of Digital Integration p00l Munich,May2019