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Supervised Learning
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Machine learning is a branch of computer science that
focuses on the research and development of algorithms
that can learn from and predict data.
Rather of following purely static programme instructions,
such algorithms construct a model from sample inputs in
order to generate data-driven predictions or choices.
Machine Learning
Types of Machine Learning
Unsupervised
Reinforcement
Supervised
Supervised Learning is learning a function that maps an
input to an output based on data input-output pairs. It
infers a function from labeled training data consisting of a
set of training data
Types of Machine Learning
Unsupervised learning more specifically, clustering
include: Customer segmentation, or understanding
different customer groups. Unsupervised learning is
commonly used for finding meaningful patterns and
groupings inherent in a given or collected date set.
Reinforcement is a type of Machine Learning algorithm
which allows software agents and machines to
automatically determine the ideal behavior within a
specific context, to maximize its performance.
Supervised Learning Process Flow
.
Historical
data
.
Random
Sampling
.
Training
Dataset
.
Test
Dataset
.
Machine
Learning
.
Prediction,
Validation
.
Statistical
Model
.
Model
validation
outcome
Training and Validation
Supervised Learning Process Flow
.
New Data
.
Statistical
model
.
Prediction
outcome
Prediction
Prediction
Learning Training
Testing
Training
data
Learning
Algorithm
Supervised Process 2 Steps
Model
Test
data
Accuracy
Topics for next Post
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Linear regression
Logistic regression
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Supervised learning

  • 2. Machine learning is a branch of computer science that focuses on the research and development of algorithms that can learn from and predict data. Rather of following purely static programme instructions, such algorithms construct a model from sample inputs in order to generate data-driven predictions or choices. Machine Learning
  • 3. Types of Machine Learning Unsupervised Reinforcement Supervised
  • 4. Supervised Learning is learning a function that maps an input to an output based on data input-output pairs. It infers a function from labeled training data consisting of a set of training data Types of Machine Learning Unsupervised learning more specifically, clustering include: Customer segmentation, or understanding different customer groups. Unsupervised learning is commonly used for finding meaningful patterns and groupings inherent in a given or collected date set. Reinforcement is a type of Machine Learning algorithm which allows software agents and machines to automatically determine the ideal behavior within a specific context, to maximize its performance.
  • 5. Supervised Learning Process Flow . Historical data . Random Sampling . Training Dataset . Test Dataset . Machine Learning . Prediction, Validation . Statistical Model . Model validation outcome Training and Validation
  • 6. Supervised Learning Process Flow . New Data . Statistical model . Prediction outcome Prediction Prediction
  • 8. Topics for next Post Support Vector Machines Linear regression Logistic regression Stay Tuned with