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Introduction to Machine Learning
NITESH SURANA
INFORMATION TECHNOLOGY
SECTION - A , ROLL NO. -55
DATE - 30.03.2017
What do you mean?
Formally…
• “A computer program is said to learn from experience
(E) with some class of tasks (T) and a performance
measure (P) if its performance at tasks in T as
measured by P improves with E”
• Machine learning is a method of data analysis that
automates analytical model building. Using algorithms
that iteratively learn from data, it allows computers to
find hidden insights without being explicitly programmed
where to look.
Machine Learning
• Supervised
• Classification
• Regression
• Unsupervised
• Reinforcement
• Semi-Supervised
Supervised Learning
• Model preparation using
training data
• If predictions are wrong, they
are corrected
• The training process continues
until the model achieves a
desired level of accuracy on
the training data.
• Some types –
Classification, Regression
Unsupervised Learning
• It is used against data that
has no historical labels.
• The system is not told the
"right answer." The
algorithm must figure out
what is being shown.
• A model is prepared by
deducing structures
present in the input data.
Where is ML?
10 Slide Intro to ML
10 Slide Intro to ML
10 Slide Intro to ML

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10 Slide Intro to ML

  • 1. Introduction to Machine Learning NITESH SURANA INFORMATION TECHNOLOGY SECTION - A , ROLL NO. -55 DATE - 30.03.2017
  • 2. What do you mean?
  • 3. Formally… • “A computer program is said to learn from experience (E) with some class of tasks (T) and a performance measure (P) if its performance at tasks in T as measured by P improves with E” • Machine learning is a method of data analysis that automates analytical model building. Using algorithms that iteratively learn from data, it allows computers to find hidden insights without being explicitly programmed where to look.
  • 4. Machine Learning • Supervised • Classification • Regression • Unsupervised • Reinforcement • Semi-Supervised
  • 5. Supervised Learning • Model preparation using training data • If predictions are wrong, they are corrected • The training process continues until the model achieves a desired level of accuracy on the training data. • Some types – Classification, Regression
  • 6. Unsupervised Learning • It is used against data that has no historical labels. • The system is not told the "right answer." The algorithm must figure out what is being shown. • A model is prepared by deducing structures present in the input data.