Introduction | System Requirements | Creating MLX Arrays | Lazy Evaluation | Arithmetic Operations | Matrix Operations | Matrix Multiplication | Transpose | Cross Products | Reductions | Indexing | Device Management | Performance Comparison

Introduction | About this document | Huxtable | Installation | Getting started | Huxtable properties | Selecting rows and columns | Editing huxtables | Formatting cell text | Aligning text and numbers | Borders | Changing and adding content | Changing the layout | Table position and column width | Headers | Splitting tables | Themes | Conditional formatting | Output to different formats | Pretty-printing data frames | Using huxtables in knitr and rmarkdown | Quick output commands | Useful output options | Creating a regression table | Getting more information

Regression tables with huxreg | Altering data

Introduction | Basic usage | Chopping by width and number of elements | Even more ways to chop | Isolating common values | Quick tables | Specifying labels | Specifying breaks | Chopping dates, times and other vectors

Brushes | Good brushes | Hands | Rough lines and polygons | Pattern Fills | Rough drawing and mypaint_device | ggplot2 | Using mypaintr in knitr | Advanced hand control: pressure, speed and tilt

Pressure on the default device | Pressure using mypaint_device() and brushes

Overview | Problem Setup | Define the Loss Function | Automatic Differentiation | Training Loop with SGD | Method 2: Closed-form Regression via Matrix Algebra | Accelerating the Closed-form Solution with mlx_compile() | Accuracy and Performance Comparison | Device Selection

Building a Neural Network | Generating Training Data | Training Loop | Evaluating Model Performance | Using Different Architectures | Convolutional Features | Embeddings for Categorical Data | Available Loss Functions | Available Activation Functions | Regularization and Normalization | Best Practices | Further Reading

Setting up doctest | Converting @examples to @doctest sections | Before | After | Creating doctests by adding expectations | Doctests for messaging functions | Adding doctests for utility functions | Adding doctest to Suggests: | Conclusion

Motivation | Setup | Basic usage | Allowing the user to hide a message | Setting an expiry time | Using onetime in your package | Utility functions | Going further

Introduction to doctest | Adding doctests to your package | Tags | @doctest | @expect | @expectRaw | @snap | @testRaw | @omit and @resume | @doctestExample | Caveats | Writing good doctests | Related packages

You can use break names for labels | close_end works differently | close_end is TRUE by default | New raw parameter for chop() | Other changes | Feedback

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