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Experience Quality Coding for AI
F# Development Starter Kit for Firebase Studio
Timeline FRP library
Timeline for 🍦VanJS
About
⭐Star on GitHub
🔷Unit 0🔷 Introduction to Quality Code
💡 Experience Quality Coding for AI ✨
Pipeline Philosophy
The Data Transformation Pipeline
Scaling Pipelines: The Art of Function Composition
Other Fundamental Programming Concepts
The Unifying Potential of the Functional Pipeline
🔷Unit 1🔷 Building with Function
🔍 Overview - Unit 1
Control Flow
Understanding Control Flow: The Structured Programming Baseline
1. Sequence
2. Selection
3. Iteration
Recursion: The Foundation of Functional Iteration
Expressions
Pipelines and Expressions as Values
First-Class Functions
Higher-Order Functions (HOF)
Types and Lambda
Types: Ensuring Smooth Pipelines
First-Class Functions and Lambda Expressions
Generic Function Types: The Power of 'a -> 'b
Deconstructing HOF Types: From 'a -> 'b to Complex Signatures
Binary Operation
Binary Operations and the Pipeline Operator
Operators as Functions and Pipeline Flow
Currying and Partial Application: Functions Returning Functions
HOFs in Action: Type Signatures, flip, and Pipelines
Dependency Graph
How to Drive Your Code?
Code Driven by Dependency Graph
Self-Referential Structures on Dependency Graphs
Pure vs. Impure Functional Languages
Terms and Concepts
Understanding Functional Programming Terminology
🔷Unit 2🔷 Algebraic Structures
🔍 Overview - Unit 2
Basic Structures
Algebraic Structures and Pipeline Flow
Monoids
Associativity: Building Robust Structures
Semigroups: Our First Algebraic Structure
Identity Elements: The Neutral Value in Operations
Monoids: Semigroups with an Identity Element
Composition Laws
Function Composition: A Natural Monoid
Set Theory and Category Theory
Set Theory and Types: A Deeper Look
Category Theory
Functors
Functor: Mapping between Functions
Monads
Another Bridge Between Worlds
The Kleisli Arrow
Monad: Another Bridge
Functor / Monad Laws
Bringing It All Together: Functor & Monad
Beyond Simple Mapping: Preserving the Structure of Composition
Understanding Functors: Preserving the Monoid of Function Composition
The Monad Laws: Verifying the Kleisli Composition Monoid
🔷Unit 3🔷 Common Functors and Monads
🔍 Overview - Unit 3
Identity Functor/Monad
Identity Functor and Identity Monad
List Functor/Monad
List Functor and Monad
List Functor
List Monad
Option Functor/Monad
Option (Maybe) Functor and Monad
Option Functor
Option Monad
Result Functor/Monad
Result (Either) Functor and Monad
Result (Either) Functor
Result (Either) Monad
IO Functor/Monad
IO Functor and Monad
IO Functor
IO Monad
🔷Unit 4🔷 Parallel Computing/Concurrency
🔍 Overview - Unit 4
Yet Another Structure
Bringing It All Together: Functor & Monad (Revisit)
Introducing apply and map2
Lifting Binary Operations into Containers
Product or Pointwize(ZIP)
The Real-World Power of Parallel Processing Patterns
Applicative Functor
Applicative Functor: The Parallel Computable Structure
Applicative Functor Laws
Applicative Functor Laws For Us
Special Edition and Your Next Generation AI could Copy
The Myth of Haskell's "Theoretical Superiority": A Critical Verification from a Category Theory Perspective and Its Educational Impact on Beginners
Special Edition and Your Next Generation AI could Copy
🔷Unit 5🔷 Timeline FRP
🔍 Overview - Unit 5
Functional Reactive Programming
Chapter 0: Immutable World
Chapter 1: FRP is like Spreadsheet
Core Concepts
Chapter 0: Timeline.fs Timeline<'a> and FRP Implementation
Timeline.fs the Minimal Code
Timeline.ts / Timeline.js
Chapter 0: Timeline.ts / Timeline.js -- FRP Implementation
Chapter 1: map — The Static Dependency Graph
Chapter 2: I/O and Timeline — Defining Dependencies with link
Chapter 3: bind — The Dynamic Dependency Graph
Chapter 4: Theoretical Robustness — Re-examining the Functor/Monad Laws
Chapter 5: using — Synchronizing Lifecycles with External Resources
Chapter 6: Comprehensive Guide to map/bind/using: A Complete Guide to API Selection
Chapter 7: Practical Guide: Robust UI Construction Techniques with timeline.js
Chapter 8: Advanced Debugging System
Chapter 9: Learning Curve and AI Development
🔷Unit 6🔷 Nullable Timeline and Sequence
🔍 Overview - Unit 6
Null
Chapter 0: Re-examining null — Unraveling the Philosophy of "Absence" Through Algebraic Structures and the History of Type Systems
Chapter 1: Navigating the Nullable World — The n-APIs as Safe Operations
Binding Chain
Asynchronous Event Chaining with bind
Stateful Unary Operations
scan — Evolution of State Along the Timeline
distinctUntilChanged — Noise Reduction
🔷Unit 7🔷 Combining Timelines
🔍 Overview - Unit 7
Combining Independent Timelines
Chapter 0: Recap and Strategy for Binary Operations
Chapter 1: The Foundation of Everything: combineLatestWith
Chapter 2: Binary Operations and Monoids
Chapter 3: foldTimelines — Folding with Monoids
Chapter 4: N-ary Operations — combineLatest
Chapter 5: n-Series Composition Functions
🔷Unit 8🔷 Experience Quality Coding for AI
🔍 Overview - Unit 8
Combining Independent Timelines
Functional Programming Patterns (F# notation)
Special Edition and Your Next Generation AI could Copy
Epilogue In Place of a Conclusion
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Experience Quality Coding for AI
A Next-Generation Tutorial on Functional Programming for the AI Age
Section titled “A Next-Generation Tutorial on Functional Programming for the AI Age”
Ken Okabe
Section titled “Ken Okabe”