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Case Studies

Programming Case Studies from Real Student Projects

Each case study is a real project handled by a named GeeksProgramming expert, anonymized to protect the student. We show the assignment brief, the technical approach, the actual output, and what the result does and does not prove.

  • Case Study Samuel P.

    Python Neural Networks for Surface Hardness and Roughness

    A worked Mechanics of Advanced Manufacturing case study using equation-generated data, neural-network grid search, and early stopping.

    python tensorflow keras neural-networks regression
  • Case Study Samuel P.

    RStudio Text Mining Case Study: Cybersecurity News

    An anonymized RStudio project that used The Guardian API, text mining, topic modeling, and sentiment analysis to compare cybersecurity reporting across the UK, US, and Australia.

    rstudio text-mining topic-modeling sentiment-analysis lda
  • Case Study Samuel P.

    Python 2SLS Case Study: How Our Expert Helped a Student

    A real but anonymized case study of Samuel P.'s Python work on a financial econometrics assignment covering inflation, stock returns, simultaneous equations, and IV-2SLS.

    python econometrics 2sls instrumental-variables time-series