Julia

Full Julia course — 44 topics from the basics to advanced use.

Lessons

• Performance Fundamentals
• Profiling, Benchmarking & Optimization
• Metaprogramming
• Generated Functions & Traits
• Tasks & Channels
• Multi-Threading
• Distributed Computing
• GPU Computing
• Interoperability
• Automatic Differentiation & Optimization
• Differential Equations & Scientific Computing
• Machine Learning
• Compilation, Latency & Deployment
• Introduction to Julia
• Installation & Tooling
• The REPL & Your First Program
• Variables, Unicode & Basic Types
• Numbers & Arithmetic
• Strings & Characters
• Control Flow
• Functions
• Collections
• Data Science
• Visualization
• Notebooks & Reproducibility
• Package Development
• Web, Databases & Other Domains
• Best Practices & Style
• Capstone Projects
• Appendices
• Arrays
• Broadcasting
• Linear Algebra
• The Type System
• Composite Types & Constructors
• Methods & Multiple Dispatch
• Interfaces
• Modules, Packages & Environments
• Error Handling
• Missing Values, Nothing & Optional Data
• I/O, Files & Networking
• Dates, Times & Randomness
• Testing & Documentation
• Course Overview