Bertan – Python, Git, PyTorch

Electricity demand forecasting prototyping project for the Turkish market. Although there are local adjustments, the methods are globally applicable.

The methods prototyped are:

• Forecasting with Encoder-Decoder
• Forecasting with Encoder-Decoder & Attention
• Forecasting with Transformer Architecture

• Made the literature search
• Developed the algorithms on paper
• Implemented the algorithms
• Performed quality tests
• Performed the deployment
• Prepared the necessary documents and presentations for both technical and non-technical stakeholders

He worked on different client projects. Participated in both the machine learning and data pipelining parts of the projects.

• Solved data pipelining problems
• Solved machine learning problems
• Prepared internal and external how-to video tutorials
• Helped less experienced engineers

Machine Learning system processing data collected from physical sensors located at different client locations.

• Made algorithm design for data science/machine learning
• Completed algorithm implementation for data science/machine learning
• Provided algorithm testing for data science/machine learning
• Did Software architecture design for the overall system
• Did code reviews for other colleagues (including data science and other software), mentored and taught them

Established in 2012 as an affiliated company of US-based Sierra Nevada Corporation (SNC), ESEN operates in the fields of aviation, space, defense, and security. With its result-oriented team, ESEN continues to develop innovative projects in the fields of aviation, space, defense, and security.

• Year-1: led a remote team of a partner company in Abu-Dhabi (for a technology transfer project).
• mentored the team and managed them to finish a smaller version of the transferred technology product
• Year-2: contributed as a computer vision engineer in an agile-managed project of ~20 engineers
• performed algorithm design, implementation, and testing
• assured seamless integration of his algorithms to the main application densely used C++ and Matlab in addition to OpenCV.
• Year-3: led the computer vision team of 3-4 engineers
• Acted as the point of contact between his team and other teams in the projects (e.g. software engineering, hardware engineering, platform engineering)
• actively contributed to the algorithm design, implementation, and testing
• assured seamless integration of algorithm code to the main software structure