EulerFold
AI/ML

Structured Output & Tool Calling for AI Agents

4 weeks
0 Learners
Jul 23

Implement reliable JSON schema extraction, function calling, tool use, and validation loops for production AI applications.

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About this Course

Implement reliable JSON schema extraction, function calling, tool use, and validation loops for production AI applications. This AI/ML curriculum is designed to give you hands-on experience and deep conceptual understanding. Across 4 intensive modules, you'll tackle real-world challenges and build practical projects that reinforce your learning. By the end of this journey, you'll have the skills and proof of work to demonstrate your expertise.

What you'll learn

Master the core concepts of fundamentals of structured output.
Gain hands-on experience with tool calling architectures.
Understand the architecture behind error handling & recovery strategies.
Implement production-grade advanced tool patterns & security.

Prerequisites

intermediate Level

Requires basic familiarity with the tech stack.

  • Python scripting
  • Basic linear algebra & tensors

Ideal for

AI Application Developers

AI/ML Engineers
W1

Fundamentals of Structured Output

Master the core concepts of fundamentals of structured output.

4 videos93m
3 readings
4 topics
1 homework
Learn

Topics

1.1
Why LLMs Fail at Raw JSON
20 minutes
1.2
JSON Schema Specification
11 minutes
1.3
Pydantic & Zod Schema Validation
13 minutes
1.4
Constrained Decoding (Grammar-based Sampling)
49 minutes
W2

Tool Calling Architectures

Gain hands-on experience with tool calling architectures.

4 videos81m
3 readings
4 topics
1 homework
Learn
W3

Error Handling & Recovery Strategies

Understand the architecture behind error handling & recovery strategies.

4 videos114m
3 readings
4 topics
1 homework
Learn
W4

Advanced Tool Patterns & Security

Implement production-grade advanced tool patterns & security.

4 videos86m
3 readings
4 topics
1 homework
Learn
01

Learn

Watch curated videos and read study resources

02

Practice

Practice what you learned

03

Build Projects

Build projects using your new gained knowledge

04

Submit & Verify

Submit your project and get verified by our system

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