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Class notes machine learning

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Lecture notes of 2 pages for the course machine learning at machine learning (Basics of ML)

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Gartner predicts that by 2022 there would be at least 40 % of new application
development project going on in the market that would be requiring machine
learning co-developers on their team. It 's expected that these project will
generate a revenue of around three point nine trillion dollar. Machine
learning is a subfield of artificial intelligence that focuses on the design of
system that can learn from and make decisions and predictions based on the
experience which is data. Machine learning enables computer to act and
make data-driven decisions rather than Being explicitly programmed to carry
out a certain task these programs are designed to learn and improve over
time. Tamar used to train deep neural network to achieve better accuracy in
those cases where former was not performing up to the mark. Deep learning
is a subset of machine learning where similar machine learning is similar to
Tamar's. Tamar says deep learning can now scale up to massive data volumes.
The algorithm learns the input pattern that generate the output patterns.
Machine learning is called a supervised learning because the process of an
algorithm learning from the training data set can be thought of as a teacher
supervising the learning process if we know the correct answers. The result of
supervised learning process is a predictor model which is capable of
associating a label duck. Or not duck to the new image presented to the
model. Once the model is ready. It can easily predict the correct output of a
never seen input in this slide. The goal for unsupervised learning is to model
the underlying structure or distribution in the data in order to learn more
about the data. Unsupervised Learning is where you only have Put data X and
no corresponding output variable. The goal that applies to this task is
clustering in this task similar data instances are grouped together to identify
clusters of data. The algorithm processes an unlabeled training data set and
based on the characteristics. It grips the picture into three different clusters
of data despite the ability of grouping similar data into clusters. The
algorithm is not capable to add labels to the crow. It only knows which data
instances are similar , but it can not identify the meaning of this group. So
these are called as unsupervised learning because unlike supervised learning
ever.
Reinforcement learning is a type of machine learning algorithm which allows
software agents and machine to automatically determine the ideal Behavior
within a specific context to maximize its performance. Pavlo trained his dog
using reinforcement learning or how he applied the reinforcement method to
train his dog. Babu integrated learning in four stages initially Pavlo gave me to
his dog and in response to the meet the dog started salivating next. The term
artificial intelligence was first coined in the year 1956. The concept is pretty
old but it has gained its popularity recently. It is expected that 70 % of the
price will Implement a i over the next 12 months which is up from 40 percent
in 2016 and 51 percent in 2017. The AI and machine learning and deep

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Uploaded on
April 28, 2023
Number of pages
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Written in
2022/2023
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