LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine…
Master discrete mathematics, logic, formal proofs, and computational thinking. Build the mathematical foundation for all computer science.
Claude Code
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations --agent claude-code
Codex
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations -a codex -y
Cursor
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations -a cursor -y
Gemini CLI
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations -a gemini-cli -y
GitHub Copilot
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations -a github-copilot -y
OpenCode
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations -a opencode -y
Windsurf
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill cs-foundations -a windsurf -y
name: cs-foundations description: Master discrete mathematics, logic, formal proofs, and computational thinking. Build the mathematical foundation for all computer science. sasmp_version: "1.3.0" bonded_agent: 01-cs-foundations-expert bond_type: PRIMARY_BOND
skill_config:
version: "1.0.0"
category: theoretical
prerequisites: []
estimated_time: "6-8 weeks"
difficulty: intermediate
parameter_validation:
topic:
type: string
enum: [logic, proofs, sets, functions, combinatorics, number-theory, graphs]
required: true
depth:
type: string
enum: [intro, standard, advanced]
default: standard
retry_config:
max_attempts: 3
backoff_strategy: exponential
initial_delay_ms: 500
observability:
log_level: INFO
metrics: [topic_usage, proof_verification_rate, exercise_completion]---
Computer science is built on mathematics. Master these fundamentals:
**Discrete Mathematics**
**Computational Thinking**
**Formal Logic**
---
**Week 1: Logic Basics**
**Week 2: Proof Techniques**
**Week 3: Set Theory**
**Week 4: Functions**
**Week 5: Combinatorics**
**Week 6: Number Theory**
---
1. Prove by induction that 1+2+...+n = n(n+1)/2 2. Prove √2 is irrational 3. Show A ∪ (B ∩ C) = (A ∪ B) ∩ (A ∪ C) 4. Count functions from {1,2,3} to {a,b} 5. Solve: x ≡ 5 (mod 12) and x ≡ 3 (mod 8)
---
| Issue | Root Cause | Resolution | |-------|------------|------------| | Proof stuck | Missing case or wrong direction | Check base case, verify induction step | | Set operation confusion | ∪ vs ∩ mix-up | Draw Venn diagram | | Counting error | Overcounting duplicates | Distinguish P(n,r) vs C(n,r) | | Modular arithmetic error | Forgot wraparound | Work with remainders explicitly |
---
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These foundations enable:
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