Gå till indexPython Data Science Handbook0% färdig 0/67 Steps Introduktion IPython: Beyond Normal Python 8 Ämnen Help and Documentation in IPython Keyboard Shortcuts in the IPython Shell IPython Magic Commands Input and Output History IPython and Shell Commands Errors and Debugging Profiling and Timing Code More IPython Resources Introduction to NumPy 9 Ämnen Understanding Data Types in Python The Basics of NumPy Arrays Computation on NumPy Arrays: Universal Functions Aggregations: Min, Max, and Everything In Between Computation on Arrays: Broadcasting Comparisons, Masks, and Boolean Logic Fancy Indexing Sorting Arrays Structured Data: NumPy's Structured Arrays Data Manipulation with Pandas 13 Ämnen Introducing Pandas Objects Data Indexing and Selection Operating on Data in Pandas Handling Missing Data Hierarchical Indexing Combining Datasets: Concat and Append Combining Datasets: Merge and Join Aggregation and Grouping Pivot Tables Vectorized String Operations Working with Time Series High-Performance Pandas: eval() and query() Further Resources Visualization with Matplotlib 15 Ämnen Simple Line Plots Simple Scatter Plots Visualizing Errors Density and Contour Plots Histograms, Binnings, and Density Customizing Plot Legends Customizing Colorbars Multiple Subplots Text and Annotation Customizing Ticks Customizing Matplotlib: Configurations and Stylesheets Three-Dimensional Plotting in Matplotlib Geographic Data with Basemap Visualization with Seaborn Further Resources Machine Learning 15 Ämnen What Is Machine Learning? Introducing Scikit-Learn Hyperparameters and Model Validation Feature Engineering In Depth: Naive Bayes Classification In Depth: Linear Regression In-Depth: Support Vector Machines In-Depth: Decision Trees and Random Forests In Depth: Principal Component Analysis In-Depth: Manifold Learning In Depth: k-Means Clustering In Depth: Gaussian Mixture Models In-Depth: Kernel Density Estimation Application: A Face Detection Pipeline Further Machine Learning Resources Appendix: Figure Code Participants78 Adam Conroy Alexander Blaufuss Andre Münch Andrew Anne Carome Show more Python Data Science Handbook Appendix: Figure Code Pågår avsnitt 7 av 7Pågår ← Previous Appendix: Figure Code Jake VanderPlas april 1, 2020 0/5 (0 Reviews)
