Learning path

How to Pick the Right LLM

Skill Level
Intermediate
Duration 45 hours 30 minutes
Updated Jun 29, 2026

About this learning path

Welcome to the How to Pick the Right LLM Learning Path! Designed for engineers and technical practitioners, this course moves beyond benchmark-driven defaults to build a repeatable approach to model selection, rooted in a core truth: there is no single best model, only the right model for a specific task. You will first master a framework built around six key selection factors: use case, performance, latency, cost at scale, deployment, and security. From there, the path dives into the distinct LLM call types that power agentic systems—including classification, planning, and tool dispatch—and explores how architectural properties like reasoning mode and structured-output compliance dictate fit. Finally, you will jump into a hands-on JupyterLab environment to benchmark models across four capability tiers on canonical agent tasks. By measuring real-world latency and token consumption, you will build a data-driven scorecard to confidently design optimized, multi-tier model architectures.

Your instructors

Prerequisites

  1. Foundational understanding of Python and ability to navigate a JupyterLab environment
  2. Familiarity with core LLM concepts, including token consumption, prompting, and API interactions.

What you'll learn

  1. Move beyond benchmark defaults to develop a repeatable approach to model selection.
  2. Understand the 12 primitive call types across information processing, decision-making, and output production.
  3. Differentiate architectural facts from behavioral effects to better predict model performance.
  4. Evaluate key system limits like effective context windows and tool-use reliability.
  5. Design multi-tier model architectures that balance latency, cost, and accuracy.
Learning path
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How to Pick the Right LLM
  1. 1. The Selection Problem
    1. Enroll in this learning path to view locked contentThe LLM Selection Problem
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  2. 2. Selecting an LLM
    1. Enroll in this learning path to view locked contentThe Right LLM For The Right Task
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    2. Enroll in this learning path to view locked contentHow LLMs Differ — Internal Properties and What They Mean for You
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  3. 3. Get Hands-on
    1. Enroll in this learning path to view locked contentHow to Choose the Right LLM
      Lab
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  4. 4. Conclusion
    1. Enroll in this learning path to view locked contentQuiz
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    2. Enroll in this learning path to view locked contentLearning Path Complete
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