Top 20 ML Algorithms & Use Cases
The twenty machine-learning algorithms that carry real products, each with the use case where it wins.
IndexLearning
Learning
Onboarding material for people joining a team that already works this way.
All sheets
Every learning sheet, in order.
Wisdom Atlas — Habits, Leadership, Motivation
Habits, leadership and daily motivation in one atlas — the human operating system behind the technical one.
ImageFirm-llm-lifecycle-adjusted2
The popular eight-step infographic is directionally useful, but real-world model development is less linear, more iterative, and more technically nuanced.
How Much Memory Do You Need to Run a Local LLM? — ImageFirm Research
A research-grounded 2026 field guide to local LLM memory: model weights, GGUF quantization, KV cache, context length, MoE, unified memory, VRAM, offloading
RAG Evolution — Classic RAG, GraphRAG, and Agentic RAG
A production brief on Classic RAG, GraphRAG, and Agentic RAG: pipelines, trade-offs, when each pattern earns its cost, and how 2026 systems route.
Calculate Your LLM Costs
This estimator uses transparent first-principles math. It is deliberately conservative: the result is a planning estimate, not a promise.
Inversion Analysis Explained
Instead of asking only, “How can this plan succeed?”, reason backward from a credible failure state: What would have to be true for this plan to fail?
System Design — Fact-Checked 2026 Guide | ImageFirm
A fact-checked, technically refined system design guide covering CAP theorem, scaling, storage, CQRS, event-driven architecture, reliability, idempotency a
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