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BOBosch Group

Internship Machine Learning & Predictive Analytics for Heat Pump(m/w/x)

Wernau (Neckar)
Full-timeInternshipWith Home Office
AI/ML
Data Science

Analyzing historical heat pump data for patterns and anomalies. Machine learning expertise with Python and Scikit-learn required. Hybrid model with mobile working available.

Requirements

  • Master studies in Data Science, Machine Learning, Statistics, Computer Science, Mathematics, or comparable
  • In-depth knowledge of machine learning (supervised learning, model evaluation, cross-validation, hyperparameter tuning, algorithm application)
  • Solid understanding of feature engineering principles (feature extraction, selection, correlation analysis, handling imbalanced/noisy data)
  • Proficient in Python with Pandas, NumPy, Scikit-learn, Matplotlib/Seaborn
  • Strong foundation in statistics and data preprocessing
  • Experience with Databricks, PySpark, MLflow, or time-series analysis concepts is a plus
  • Familiarity with MLflow or time-series analysis concepts is an advantage
  • Self-driven and curious individual
  • Capable of independently exploring data, formulating hypotheses, and iterating solutions
  • Structured and rigorous analytical mindset
  • Skilled at clearly explaining complex findings to non-technical colleagues
  • Passion for applying machine learning to real-world product data
  • Enrollment at university
  • Attach CV, transcript of records, enrollment certificate, examination regulations
  • Valid work and residence permit if indicated

Tasks

  • Analyze historical data for patterns
  • Uncover correlations in data
  • Identify anomalies in data
  • Design new features from raw data
  • Evaluate new features from raw data
  • Perform correlation analysis
  • Perform relevance analysis
  • Identify key predictive indicators
  • Develop machine learning models on Databricks
  • Evaluate machine learning models on Databricks
  • Enable early detection of product issues
  • Enable proactive reliability improvement
  • Present findings through visualizations
  • Present model results through dashboards
  • Support engineering decision-making

Education

  • Currently in higher education

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Pandas
  • NumPy
  • Scikit-learn
  • Matplotlib
  • Seaborn
  • Databricks
  • PySpark
  • MLflow

Benefits

Flexible Working

  • Hybrid model
  • Mobile working available
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