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Earlybuild GmbH
Nuremberg, Bavaria, Germany
Dr. Manuel Mühlbauer
CEO
2
Project
Academic experience
100 hours of work total
Learner
Anywhere
Intermediate level

Project scope

Categories
Data analysis Data modelling Machine learning Data science
Skills
data preprocessing data cleansing feature engineering exploratory data analysis statistical modeling python (programming language) economic indicators machine learning data-driven decision making feature selection
Details

Earlybuild GmbH is seeking to enhance its capabilities in predicting rental prices using advanced data analytics. The goal of this project is to develop a predictive model that accurately forecasts rental prices based on historical data and relevant market indicators. This project will allow learners to apply their knowledge of data analytics, machine learning, and statistical modeling. The team will work with a dataset provided by Earlybuild GmbH, which includes historical rental prices, property features, and economic indicators. The project will involve data cleaning, exploratory data analysis, feature engineering, model selection, and evaluation. The learners will gain hands-on experience in applying classroom knowledge to a real-world problem, enhancing their skills in data-driven decision-making.

Deliverables

The project deliverables include a comprehensive report and a functional predictive model. The report should detail the data preprocessing steps, exploratory data analysis, feature selection, and model evaluation metrics. Additionally, the team will deliver a presentation summarizing their findings and recommendations. The predictive model should be implemented in a programming language such as Python or R and be accompanied by clear documentation.

Mentorship
Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

About the company

Company
Nuremberg, Bavaria, Germany
2 - 10 employees
Business services, Real estate

Earlybuild is a proptech start-up from Nuremberg. We support property developers and real estate developers in creating livable environments. Our product offers advanced location analyses and feasibility studies in a fully scalable B2B SaaS all-in-one solution for the initiation of projects in multi-storey residential construction.