MLOps, AutoML and web development

MLOps, AutoML and web development
Contract type: Freelancer
Client: Manufacturer of geoinformation software
Task: Evaluation and testing of AutoML and MLOps methods with Python, development of a web survey with the Python library Flask, including database transfer
Time period: 07/2023 to 01/2024

Project Overview

On behalf of a manufacturer of geoinformation software, I developed an ML test data set with geographic content using Python as part of a project. This data set was used to evaluate and test various AutoML and MLOps procedures. The recommendations derived from this are to be applied in a future research project.

I also developed a web interface for a survey using the Python library Flask. The web survey included interactive selection menus that draw their content from a Postgres database and store user input.

All results and tools were saved in an internal GitLab repository.

Technologies Used

Python JavaScript HTML Pandas Geopandas Numpy Sklearn MLflow Autokeras PyCaret Tensorflow Flask Bootstrap Hugging Face SQLAlchemy Jupyter Lab VS Code Gitlab Docker Jira Confluence

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