6 Month Data Science course: National Certificate: Information Technology: System Development• Create simple SQL relational database in third normal form and related Power BI dashboards• Data cleaning and exploratory data analysis in Python using pandas, NumPy, Matplotlib and Seaborn• Regression and classification machine learning models using scikit-learn• Unsupervised machine learning techniques to create a recommender system• Deploy code as web application using Streamlit and Flask using Cloud Computing techniques (Amazon Web Services)6 Month Internship at EXPLORE Insights division:• Singer framework Taps and Targets develop for data ETL• Data Warehouse setup and PowerBI connect for real-time dashboards• Docker containers build and deploy• Cloud Computing• Use of Amazon ECR, S3 and Batch services

Tecroveer solves complex challenges in wastewater treatment, with a focus on large project development. From conceptual process design & technology selection through the detailed engineering, project management and site execution.Part of project engineering team to design, plan, engineer and execute turn-key projects:• Create and review engineering documents: installation & QCP documents, equipment lists, data sheets, drawings, PIDs and designs• Equipment selection, adjudication and procurement• Installation assistance and site work planning & management• Commissioning, operation and maintenance of process plants with root cause analysis• Project costs, budgets, logistics and scheduleKey Projects:• Distell: Springs - Johannesburg and Worcester, Adam Tas, Wellington - Western Cape• ABInBev: Rosslyn - Johannesburg and Beira - MozambiqueContinued with contract work from July 2020 to December 2020 on Distell Worcester site - installation documents, QCP and commissioning.

• Installation of packaging machinery and packaging conveyor lines.• Assembly and fitting of machines and equipment.• Commissioning and testing of installed packaging lines and equipment.• Maintenance on packaging lines and root cause analysis on packing line breakdowns.

• Editing of operating procedure manuals.• Safety inspection of manufacturing line.• Mechanical maintenance of equipment.• P&ID schematic validation.

Waiter and wine server at Ernie Els Wines.

• On site work at Distell Springs.• Oversee construction work.• Flow meters inspection on bottling lines.