Learning Resources On
Data Science & Artificial Intelligence
Research and Development
Dr. Shahin Rostami is a Senior Academic (Associate Professor) and Consultant in Data Science and Artificial Intelligence, with applications in the areas of Healthcare and Defence. As a Senior Fellow of the Higher Education Academy and Programme Leader for many postgraduate programmes, he aims to contribute openly available learning resources through this website and his YouTube channel.
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Search and Optimisation
Practical Evolutionary Algorithms
- Preface
- Software Setup
- Block Diagrams in Notebooks
- Objective Functions
- Synthetic Objective Functions and ZDT1
- Synthetic Objective Functions and ZDT2
- Population Initialisation
- Populations in Objective and Decision Space
- Using a Framework and the ZDT Test Suite
- Single Objective Problems
- Single Objective Problems: Rastrigin
- Pareto Optimality and Dominance Relations
- Non-Dominated Sorting
- Hypervolume Indicator
- Contributing Hypervolume Indicator
- Using a Framework to Generate Results
- Using a Framework to Compare Algorithm Performance
- Sample Size Sufficiency
- Algorithm Performance and Statistical Significance
- Using a Framework with a Custom Objective Function
Programming
Data Analysis with Rust Notebooks
- Preface
- Setup Anaconda, Jupyter, and Rust
- Plotting with Plotters
- Plotting with Plotly
- Better Plotting with Plotly
- Finishing Touches for Visualisation
- Multidimensional Arrays and Operations with NDArray
- Better Output for 2D Arrays
- Loading Datasets from CSV into NDArray
- Typed Arrays from String Arrays for Dataset Operation
- Descriptive Statistics with NDArray
- Unique Array Elements and their Frequency
- NDArray Index Arrays and Mask Index Arrays
- Interactive Chord Diagrams
- Visualisation of Co-occurring Types
- Getting Started with Chord PRO and Rust
- Box Plots at the Olympics
HTML, CSS, and Javascript
Statistics
Data is Beautiful
- Preface
- Software Setup
- Coronavirus Time Series Map Animation
- Coronavirus Time Series Line and Bar Chart
- Interactive Chord Diagrams
- Co-occurrence of Pokemon Types (Gen 1-6) with Chord Diagrams
- Occurrence and Co-occurrence of Pokemon Types with Chord Diagrams
- Co-occurrence of Pokemon Types (Gen 1-8) with Chord Diagrams
- Co-occurrence of Movie Genres with Chord Diagrams
- Co-occurrence of Anime Genres with Chord Diagrams
- Animal Crossing Villagers - Species and Personalities
- Co-occurring Pokémon Types
- US Mortality - Race and Manner of Death
- Video Game Titles - Publishers and Genres
- StamiStudios.com Everyday Ita Bag - Panels and Colours
- Olympic Weightlifting Medals with Stacked Bar Charts
- Top Olympic Medal Earning Countries
- League of Legends - Class Combinations
- Animal Crossing Villagers - Style Co-occurrence
- Getting Started with Chord PRO and Python
- League of Legends World Championship 2019
- Arabica Coffee Beans - Origin and Variety
- Chord Pro Features For Chord Diagrams