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Machine Learning

ICSE · Class 12 · Artificial Intelligence

Complete topic list for Machine Learning in ICSE Class 12 Artificial Intelligence. Key concepts, sub-topics, and what to focus on for board exams.

70 questions44 flashcards5 concepts

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4 Topics · ICSE Class 12 Artificial Intelligence

Topics in Machine Learning

1

1. Machine Learning: Core Idea and Types

  • Arthur Samuel coined the term Machine Learning in 1959 while at IBM.
  • Machine Learning is a subset of Artificial Intelligence.
  • ML systems learn from data instead of following only fixed instructions.
2

2. Deep Learning and Artificial Neural Networks

  • Deep Learning is a subset of Machine Learning.
  • Deep learning uses artificial neural networks and multiple hidden layers.
  • Artificial Neural Networks are inspired by the human brain.
3

3. Convolution, Kernels, and CNN

  • Convolution is an element-wise multiplication of image arrays and a kernel, followed by a sum.
  • A kernel is a matrix of weights used to extract relevant features from the input.
  • The dimensionality of the kernel gives convolution its name.
4

4. CNN Layers and Their Functions

  • A CNN usually has four main layers: convolution, ReLU, pooling, and fully connected layer.
  • The convolution layer is the first layer of a CNN.
  • The ReLU layer removes negative values by setting them to zero.

Key Concepts

Central concept: Machine Learning

Artificial IntelligenceArthur SamuelDataModelTypes of Machine LearningSupervised LearningUnsupervised LearningReinforcement Learning

Frequently Asked Questions

What are the important topics in Machine Learning for ICSE Class 12 Artificial Intelligence?
Machine Learning covers several key topics that are frequently asked in ICSE Class 12 board exams. Focus on the core concepts listed on this page and practise related questions to build confidence.
How to score full marks in Machine Learning — ICSE Class 12 Artificial Intelligence?
Understand the core concepts first, then work through the 70 practice questions available for this chapter. Revise formulas and definitions regularly, and use flashcards for quick recall before the exam.

Sources & Official References

Content is aligned to the official syllabus. Refer to the board website for the latest curriculum.

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