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Unit 3 · Neural Nets
Why do neural networks need non-linear activations?
Stacking linear layers collapses into a single linear transform — no matter the depth. Non-linear activations let a network approximate any continuous function.[1] [2]
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Neural networks
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Machine learning course preview
How Learnova works

A learning loop that actually adapts

Four connected systems, one continuous feedback loop between you and the material.

01

Learn multimodally

Video, interactive diagrams, readings and worked examples — every concept in the mode that fits it best.

02

Ask, grounded

The AI tutor answers only from your course sources — every claim carries a citation you can inspect.

03

Prove mastery

Adaptive assessments recalibrate difficulty after every question, estimating what you truly know.

04

Review on time

Spaced repetition schedules each card at the exact moment you are about to forget it.

Platform capabilities

Everything a serious learner needs

Multimodal lesson engine

Each lesson blends video, interactive diagrams, readings and checkpoints. Switch modes mid-lesson — progress syncs across all of them.

Video · 12:40
Backpropagation, step by step
Interactive · Neuron lab
Tap each structure to explore
Reading · 6 min
Why deep learning works
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Source-grounded AI tutor

No hallucinations. Every answer links back to your transcripts, readings and papers — with confidence scores.

Grounding confidence96%
TranscriptTextbook

Adaptive assessments

Difficulty moves with you in real time — harder when you shine, gentler when you struggle.

Learner analytics

Mastery radar, retention curves and focus heatmaps — see exactly where you stand and what to do next.

Skill mastery
6 dimensions tracked
+14 pts this week

Spaced-repetition revision

Flashcards scheduled by a proven memory model. Rate each recall — the algorithm handles the timing.

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Answer three quick questions. Watch the difficulty gauge react in real time — the same engine that powers every Learnova assessment.

  • No sign-up, runs entirely in your browser
  • Instant explanations after every answer
  • Mastery estimate updates with each response
Adaptive demo · Question 1/3 Est. mastery 62%

What does gradient descent do?

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Pricing

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