Foundations of Neural Networks and Deep Learning

Master the fundamental concepts of artificial neural networks to start your journey into deep learning and AI development.

4.6 (785) ⏱ 1h 59m 📚 6 lessons 🎧 Audio version

About this course

Artificial intelligence is transforming the world, yet the core technology powering it often remains a mystery. This course demystifies neural networks by explaining how they mimic the human brain to process information, recognize patterns, and make complex decisions. You will gain a solid understanding of how data flows through a network, how machines learn from errors, and how simple mathematical models evolve into the complex deep learning systems used today. What you'll learn: - Understand the biological inspiration behind artificial neural networks and essential terminology. - Learn the mechanics of the perceptron and how individual neurons process input data. - Explore modern activation functions like ReLU and Sigmoid used in current AI models. - Understand the logic of forward propagation and backpropagation in the learning process. - Practice identifying different network architectures, including multi-layer perceptrons. - Analyze how neural networks serve as the backbone for modern applications like natural language processing. The course starts with essential definitions and foundational concepts before moving into the logical structure and components of modern networks. You will read through clear explanations and walk through the written logic of how these systems improve their accuracy over time. This course is designed for absolute beginners who want to understand the inner workings of AI without needing prior experience in advanced mathematics or programming. Start building your knowledge of the technology shaping the future.

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 🎧 Audio version included
    Learn on the go — no screen needed
  • ♾️ Lifetime access
    Come back anytime, no expiry
  • 📱 Phone or computer
    Works anywhere, any device
  • 💸 30-day refund
    No questions asked
  • Short & focused
    1h 59m of practical content

Reviews (2)

George White AU Verified learner
★ 5 · 2026-01-26T16:51:20+00:00

Fantastic course. The structure made complex ideas easy to grasp. I'm already thinking about applying what I learned.

Василь Мельник UA Verified learner
★ 3 · 2025-01-03T14:49:20+00:00

Good foundational material. I liked the mix of theory and practice, though a couple of the examples could have been clearer. Overall a positive experience.

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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, or with cryptocurrency. We do not store card details — Stripe handles them securely.

Can I get a refund? +

Yes — full refund within 30 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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