Tabla de Contenidos: “…-- Plotting Line Charts -- Adding Title and Labels -- Styling -- Plotting Multiple Lines in the Same Chart -- Adding a Legend -- Plotting Bar Charts -- Adding Another Bar to the Chart -- Changing the Tick Marks -- Plotting Pie Charts -- Exploding the Slices -- Displaying Custom Colors -- Rotating the Pie Chart -- Displaying a Legend -- Saving the Chart -- Plotting Scatter Plots -- Combining Plots -- Subplots -- Plotting Using Seaborn -- Displaying Categorical Plots -- Displaying Lmplots -- Displaying Swarmplots -- Summary -- Chapter 5 Getting Started with Scikit-learn for Machine Learning -- Introduction to Scikit-learn -- Getting Datasets -- Using the Scikit-learn Dataset -- Using the Kaggle Dataset -- Using the UCI (University of California, Irvine) Machine Learning Repository -- Generating Your Own Dataset -- Linearly Distributed Dataset -- Clustered Dataset -- Clustered Dataset Distributed in Circular Fashion -- Getting Started with Scikit-learn -- Using the LinearRegression Class for Fitting the Model -- Making Predictions -- Plotting the Linear Regression Line -- Getting the Gradient and Intercept of the Linear Regression Line -- Examining the Performance of the Model by Calculating the Residual Sum of Squares -- Evaluating the Model Using a Test Dataset -- Persisting the Model -- Data Cleansing -- Cleaning Rows with NaNs -- Replacing NaN with the Mean of the Column -- Removing Rows -- Removing Duplicate Rows -- Normalizing Columns -- Removing Outliers -- Tukey Fences…”

Tabla de Contenidos: “…Henry -- Prediction Is Futile -- On the Farm -- Worldview Philosophy -- What You Think You Know Gets You in Trouble -- Starting with Research -- On the Record -- Change Is Overrated -- Fade the Fed -- Trading Retirement -- Ed Seykota -- Performance -- The Secret -- Never Mind the Cheese -- System Dynamics -- FAQs -- Students -- Keith Campbell -- Campbell versus Benchmarks -- Correlation and Consistency -- Jerry Parker -- Skeptics -- Intelligence -- Salem Abraham -- Richard Dennis -- Turtle Traders -- Selection Process -- Richard Donchian -- Personification of Persistence -- Students -- Jesse Livermore and Dickson Watts -- 3 Performance Proof -- Absolute Returns -- Volatility versus Risk -- Volatility -- Drawdowns -- Correlation -- Zero Sum -- George Soros -- Don't Blame Zero-Sum -- Berkshire Hathaway -- 4 Big Events, Crashes, and Panics -- Event 1: Great Recession -- Day-to-Day Analysis -- Event 2: Dot-com Bubble -- Drawdowns and Recoveries -- Enron, California, and Natural Gas -- September 11, 2001 -- Event 3: Long-Term Capital Management -- The Losers -- The Winners -- Footnotes to LTCM -- Event 4: Asian Contagion -- Niederhoffer on Trend Following -- Event 5: Barings Bank -- Who Won? …”

Tabla de Contenidos: “…ESO Hotel (Cerro Paranal, Chile) / Auer + Weber. Sea Rach (California, USA) / Moore Lyndon Turnbull Whitaker. Residential and artist studios complex (Paris, France) / Roland Schweitzer. …”

“…This IBM Redbooks publication describes additional or advanced techniques for using FLEX-ES (a product of Fundamental Software, Inc., Fremont, California) with z/OS and various z/OS packages. Basic installation and use of FLEX-ES is described in EFS on a Linux base; Getting Started, SG24-7007. …”