The AI Ladder Nobody Explains

By Josh Madakor

Community Score: 50% | 203 views | 2mo

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Most people asking "do I need math for AI" are asking the wrong question. There's a usage ladder and a builder ladder in AI and most people are on the usage side. Up to building enterprise level pipelines, you honestly don't need much math at all. It's only when you're shaping the actual architecture of how models work that math becomes non-negotiable. πŸ’¬ Are you on the usage side or are you trying to build in AI? Subscribe for more! #AICareers #DoYouNeedMath #MachineLearning #ArtificialIntelligence #shorts #AIFoundations #BreakIntoAI #LLM #PromptEngineering #TechCareers #CyberSecurity2025 #AITools #DeepLearning #CareerAdvice #AIForBeginners

Tags: josh madakor, cybersecurity, AI

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