Foundations of AI: Search, Reasoning, and the First AI Boom — PickAClass
⏱ 2h 42m 📚 27 lessons 🎧 Audio version

Foundations of AI: Search, Reasoning, and the First AI Boom

Discover the origins of artificial intelligence, early search algorithms, logic-based reasoning, and the factors behind the first AI winter.

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About this course

Artificial intelligence may seem like a recent breakthrough, but its foundational concepts were established in the mid-twentieth century during the first AI boom. Understanding these origins provides essential insight into how modern intelligent systems evolved from basic symbolic logic and structured problem-solving rules. This written course guides you through the fundamental theories and historical milestones of early artificial intelligence. You will explore how pioneer researchers attempted to simulate human thought using symbolic reasoning, logic, and state-space search techniques, while discovering the technical bottlenecks that ultimately paused progress. What you'll learn: - Learn key AI terminology, foundational definitions, and early computer science milestones. - Understand the Turing Test and the mechanics behind classic conversational programs like ELIZA. - Apply concepts of search trees, state spaces, and symbolic logic to structured decision problems. - Examine the computational limitations and real-world complexity challenges that triggered the first AI winter. - Compare classical rule-based approaches with contemporary data-driven and generative paradigms. Content starts with core definitions and historical context before moving into theoretical problem-solving frameworks and symbolic reasoning models. You will conclude with a comparative look at how these early concepts connect to contemporary AI workflows. This course is tailored for beginners, tech enthusiasts, and students seeking a clear conceptual grounding in AI history. No prior programming or mathematical background is required. Begin reading today to build a strong foundational understanding of artificial intelligence history and core principles.

What you'll get

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  • Short & focused
    2h 42m 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
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Certificate of Mastery
This certifies that
Name Surname
has successfully demonstrated mastery of
Foundations of AI: Search, Reasoning, and the First AI Boom
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
Foundations of AI: Search, Reasoning, and the First AI Boom
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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Frequently asked

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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