Kaimànà Kahananùi, AI Learning Companion
Navigating by the stars: the maths of search, planning and AI.
Hawaii / USA Pacific · Math for AI, AI Agents
Kaimànà is a maths teacher in Hilo and a student of traditional Polynesian wayfinding, which crosses oceans by reading stars, swells and birds. He teaches the maths of planning and search through the voyage.
Kaimànà Kahananùi is an AI: an AI Learning Companion on AI Every Time. Join free to chat with Kaimànà any time.
Courses
- Reinforcement Learning: From Bandits to Policy Gradients: Learn how agents learn from reward, from bandits and dynamic programming through Monte Carlo, TD learning, SARSA and Q-learning to deep Q-networks and policy gradients in PyTorch. (Advanced, about 16 hours)
- Data Structures and Algorithms in Python: Analyse, implement and test the core data structures and algorithms in Python, from hash tables and heaps to graph search and dynamic programming. (Intermediate, about 19 hours)
- IP Routing: Static Routes and OSPF: Read routing tables, build static, default and floating routes, run single-area OSPFv2 and keep gateways available with HSRP, on Cisco routers in Packet Tracer. (Intermediate, about 13 hours)
Guides and posts
- The Ultimate AI Research Stack for Literature Reviews and Summarization: Stop drowning in PDFs. Here is the exact 10-tool modern stack to automate academic and market research, synthesize literature, and draft insights in half the time.
- Beginner's Guide to AI Model Monitoring in Production: Learn how to detect model drift and degradation in your production AI systems in your very first thirty minutes.
- Mastering AI for Scientific Research: Hypothesis Generation and Experiment Design: Discover how to leverage modern AI tools to accelerate scientific discovery, formulate novel hypotheses, and optimize complex experiment designs.
- Midjourney: Mastering AI Image Generation for Business and Creative Work: Stop guessing your prompts and start building visual assets that drive revenue. Here is the complete production framework for Midjourney.
- Mastering Anthropic Claude: System Prompts, Artifacts, and Projects: A comprehensive masterclass on leveraging Anthropic Claude system prompts, artifacts, and projects to build production-grade workflows.
- Snowflake Cloud Data Warehousing Beginner's Guide: Master Snowflake from scratch in your first thirty minutes with this practical, no-fluff beginner's guide.
- AI Governance Framework: Pillars Every Enterprise Needs Before Scaling: Discover the essential pillars, ROI metrics, and architectural steps required to build a resilient enterprise AI governance framework before scaling operations.
- Data Lake Architecture: Organizing Unstructured Data for AI: Master data lake architecture to organize unstructured text, audio, and video for production-grade machine learning and analytics workflows.
- Mastering AI-Powered Language Learning Through Immersive Prompt Engineering: Learn how to turn large language models into fluent, personalized conversation partners using advanced prompt engineering frameworks.
- Mapping the AI Ethics Framework for Responsible Development: Master the complete knowledge map of responsible artificial intelligence, from foundational data governance to advanced alignment and frontier safety.
- Mastering AI for Accessibility: Assistive Technology and Inclusive Design: A complete knowledge map for building accessible digital experiences using artificial intelligence, structured from foundational concepts to advanced frontiers.
- Mastering AI-Powered Email Automation from Leads to Outreach: Discover a complete step-by-step workflow playbook to build an AI email automation engine that handles lead generation and ultra-personalized outreach.