Multi-Agent Conversational Recommendation Systems with MACRS — PickAClass
⏱ 2h 48m 📚 28 lessons 🎧 Audio version

Multi-Agent Conversational Recommendation Systems with MACRS

Learn to design and deploy goal-driven, multi-agent AI systems for personalized recommendations using the MACRS framework.

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About this course

Modern recommendation systems are evolving past simple search algorithms to become dynamic, conversational partners. Building these complex systems requires a structured approach to managing multiple specialized AI agents. This course provides a clear, step-by-step path to understanding and implementing the Multi-Agent Conversational Recommendation System (MACRS) framework. You will start by exploring core agentic concepts, understanding how specialized roles collaborate, and learning how to maintain goal-driven coherence in conversational interfaces. What you'll learn: - Understand the fundamental architecture of multi-agent systems and conversational recommendation. - Configure specialized agent roles to handle distinct phases of user interaction. - Implement structured planning techniques to keep conversational agents on track. - Apply prompt engineering and context management to maintain dialogue coherence. - Practice designing evaluation metrics to measure recommendation accuracy and user satisfaction. The curriculum begins with foundational definitions of multi-agent orchestration and conversational AI before guiding you through the systematic design of a MACRS-based workflow. This course is designed for software developers, AI enthusiasts, and system architects who are new to multi-agent frameworks and want to build structured, conversation-driven recommendation engines. Start your journey into advanced multi-agent planning today.

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
    Stuck on a lesson? Ask your built-in tutor anything, any time.
  • 🎧 Audio version included
    Learn on the go — no screen needed
  • ♾️ Lifetime access
    Come back anytime, no expiry
  • 📱 Phone or computer
    Works anywhere, any device
  • 💸 14-day refund
    No questions asked
  • Short & focused
    2h 48m of practical content

Certificate of completion

Every course you complete on PickAClass issues a credential like this — original, with its own code, verifiable by URL, and detailed about what was actually demonstrated.

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PickAClass
Skills profile · verifiable
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Certificate of Mastery
This certifies that
Name Surname
has successfully demonstrated mastery of
Multi-Agent Conversational Recommendation Systems with MACRS
Skills demonstrated
Behavioral pattern analysis
Foundational
1.2 hrs
Decision-architecture frameworks
Proficient
1.4 hrs
A/B test design
Proficient
1.7 hrs
Behavioral copywriting
Advanced
1.9 hrs
P
PickAClass — Name Surname
Multi-Agent Conversational Recommendation Systems with MACRS
Page 2 of 2
Performance detail
Coursework summary
Lessons completed 14 / 14
Practice questions 26 / 28
Assignments submitted 4 (avg 4.5 / 5)
Capstone project Reviewed — 4.6 / 5
Total practice 6.2 hrs
Performance benchmark
Cohort rank Top 12% of 1,625
Time to completion 11 days (median: 22)
Mastery score 91 / 100
Practice-question score 94%
Skill verification Verified Skill Path
Verify this credential
pickaclass.com/certificates/PCC-2026-X4F7-AP19
Issued under the academic standards of PickAClass. Skill levels reflect assessed performance against the course's competency rubric. This is an original credential of this platform.

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What do I need to take this course? +

Just a phone or computer with internet. No installs, no special hardware.

How do I pay? +

By card via Stripe. We don’t store card details — Stripe handles them securely.

Can I get a refund? +

Yes — full refund within 14 days, no questions asked.

How long will I have access? +

Forever. Once you purchase, the course is yours to revisit anytime.

Will I get a certificate? +

Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.

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