Search this site
Olaf Bochmann
  • Home
  • Publications
    • Ph.D. Thesis
  • Teaching
    • Data Science
    • Machine Learning
    • EE
    • execMBA
    • MoSim
    • networks
    • StoPro
    • Statistics
    • Finance ML
Olaf Bochmann

Data Science

Data ScienceShared by Olaf Bochmann
  1. The Data Science Lifecycle
  2. Data Design
  3. Working with Tabular Data (pandas)
  4. Data Cleaning
  5. Exploratory Data Analysis
  6. Data Visualization
  7. Web Technologies
  8. Working with Text
  9. Relational Databases and SQL
  10. Modeling and Estimation
  11. Gradient Descent and Numerical Optimization
  12. Probability and Generalization
  13. Linear Models
  14. Feature Engineering
  15. The Bias-Variance Tradeoff
  16. Regularization
  17. Classification
  18. Statistical Inference
Report abuse
Google Sites
Report abuse