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EDUCBA

AI & Machine Learning: Apply, Build & Solve

Build a practical foundation in Artificial Intelligence and Machine Learning while learning how intelligent systems search, reason, learn, and make decisions. You will begin with AI concepts, intelligent agents, state space representation, and problem-solving through BFS, DFS, and backtracking. You will then apply heuristic search, hill climbing, best-first search, minimax, and alpha-beta pruning to structured and adversarial problems. The course advances into machine learning fundamentals, including perceptrons, neural networks, backpropagation, k-means clustering, and supervised and unsupervised learning. You will also use propositional and predicate logic, inference rules, unification, Skolemization, resolution, and Prolog to represent knowledge and solve logical problems. Practical CLIPS tutorials guide you from basic rules to templates, variables, wildcards, quantifiers, and logical operators for building expert systems. Designed for learners seeking both conceptual understanding and hands-on AI practice, this course concludes with intelligent agent architectures, reinforcement learning, Markov Decision Processes, and Bayesian reasoning for decision-making under uncertainty. Its distinctive progression connects classical AI search, machine learning, symbolic reasoning, expert systems, and probabilistic models, helping you apply AI and ML techniques to problems in research, business, and technology.

Status: Artificial Intelligence and Machine Learning (AI/ML)
Status: Bayesian Network
Course19 hours

Featured reviews

TG

Reviewed Jan 20, 2026

By focusing on how to apply and build, it equips you with tools to solve modern challenges using cutting-edge machine learning techniques daily.

MK

Reviewed Jan 22, 2026

One of the most complete beginner-to-intermediate AI courses—hands-on building and solving real problems made learning engaging and effective.

KV

Reviewed Jan 18, 2026

A seamless blend of theory and application. The focus on building end-to-end pipelines is what sets this apart. It’s a comprehensive guide to solving problems with intelligence and precision.

KH

Reviewed Jan 24, 2026

Exceptional value—clear progression from fundamentals to advanced applications. The solving mindset it instills is rare and incredibly valuable.

TT

Reviewed Jan 26, 2026

A masterpiece in technical education. The labs are challenging, the mentors are experts, and the focus on building robust AI models is exactly what’s needed.

JF

Reviewed Jan 31, 2026

The structured approach to solving problems makes the most complex algorithms feel intuitive and completely manageable.

DD

Reviewed Jan 30, 2026

The curriculum turns high-level AI theory into a practical toolset you can use to solve the toughest problems in your field.

CB

Reviewed Jan 29, 2026

It simplifies complex math and focuses on building solutions, making it accessible even for those without a heavy coding background.

All reviews

Showing: 8 of 8

Kamal Verma
5.0
Reviewed Jan 19, 2026
theodorabrowne
5.0
Reviewed Jan 27, 2026
kami horner
5.0
Reviewed Jan 25, 2026
tosha gleaton
5.0
Reviewed Jan 21, 2026
Masfika khan
5.0
Reviewed Jan 23, 2026
cindi burks
5.0
Reviewed Jan 30, 2026
Debasish Das
5.0
Reviewed Jan 31, 2026
jervis femandes
5.0
Reviewed Feb 1, 2026