Machine Learning Video Tutorial

FIND S Algorithm | Finding A Maximally Specific Hypothesis | Solved Example - 2 by Mahesh Huddar

Numerical Example 1 - https://www.youtube.com/watch?v=O6vwN74aSGY
https://www.vtupulse.com/machine-learning/find-s-algorithm-maximally-specific-hypothesis/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT


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FIND S Algorithm | Unanswered Questions by Mahesh Huddar

https://www.vtupulse.com/machine-learning/find-s-algorithm-unanswered-questions/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

Consistent Hypothesis, Version Space and List Then Eliminate Algorithm by Mahesh Huddar

https://www.vtupulse.com/machine-learning/version-space-and-list-then-eliminate-algorithm/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT


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Candidate Elimination Algorithm Solved Example - 1 Machine Learning by Mahesh Huddar

Candidate Elimination Algorithm Solved Example - 1:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-1/
Video: https://www.youtube.com/watch?v=O2wYwFOMQ24


Candidate Elimination Algorithm Solved Example - 2:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-2/
Video:https://www.youtube.com/watch?v=VMoPY9Wimi4

Candidate Elimination Algorithm Solved Example - 3:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-3/
Video: https://www.youtube.com/watch?v=kGaR2PQfqlk

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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Candidate Elimination Algorithm Solved Example - 2 Machine Learning by Mahesh Huddar

Candidate Elimination Algorithm Solved Example - 1:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-1/
Video: https://www.youtube.com/watch?v=O2wYwFOMQ24


Candidate Elimination Algorithm Solved Example - 2:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-2/
Video:https://www.youtube.com/watch?v=VMoPY9Wimi4

Candidate Elimination Algorithm Solved Example - 3:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-3/
Video: https://www.youtube.com/watch?v=kGaR2PQfqlk

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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Candidate Elimination Algorithm Solved Example - 3 Machine Learning by Mahesh Huddar

Candidate Elimination Algorithm Solved Example - 1:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-1/

Video: https://www.youtube.com/watch?v=O2wYwFOMQ24


Candidate Elimination Algorithm Solved Example - 2:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-2/

Video:https://www.youtube.com/watch?v=VMoPY9Wimi4

Candidate Elimination Algorithm Solved Example - 3:

Web: https://www.vtupulse.com/machine-learning/candidate-elimination-algorithm-solved-example-3/

Video: https://www.youtube.com/watch?v=kGaR2PQfqlk

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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How to build a Decision Tree for Boolean Function | Machine Learning by Mahesh Huddar

Decision Tree for Boolean Function - 1: https://www.youtube.com/watch?v=fs0wsU2sSPQ
Decision Tree for Boolean Function - 2: https://www.youtube.com/watch?v=gn85J4U4pbw


Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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2. How to build a decision Tree for Boolean Function | Machine Learning by Mahesh Huddar mp4

Decision Tree for Boolean Function - 1: https://www.youtube.com/watch?v=fs0wsU2sSPQ
Decision Tree for Boolean Function - 2: https://www.youtube.com/watch?v=gn85J4U4pbw

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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1. Decision Tree – ID3 Algorithm Solved Numerical Example by Mahesh Huddar

Decision Tree ID3 Algorithm Solved Example - 1: https://www.youtube.com/watch?v=gn85J4U4pbw

Decision Tree ID3 Algorithm Solved Example - 2: https://www.youtube.com/watch?v=JO2wiZif2OM

Decision Tree ID3 Algorithm Solved Example - 3: https://www.youtube.com/watch?v=2A8AGfxs0D8


Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT


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2 Decision Tree – ID3 Algorithm Solved Numerical Example by Mahesh Huddar

Decision Tree ID3 Algorithm Solved Example - 1: https://www.youtube.com/watch?v=gn85J4U4pbw

Decision Tree ID3 Algorithm Solved Example - 2: https://www.youtube.com/watch?v=JO2wiZif2OM

Decision Tree ID3 Algorithm Solved Example - 3: https://www.youtube.com/watch?v=2A8AGfxs0D8


Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT


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Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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Appropriate Problems for Decision Tree Learning Machine Learning Big Data Analytics by Mahesh Huddar

In this video, we have discussed what the appropriate problems can be solved using a decision tree learning algorithm

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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How to find the Entropy and Information Gain in Decision Tree Learning by Mahesh Huddar

In this video, I will discuss how to find entropy and information gain given a set of training examples in constructing a decision tree.

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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Issues in Decision Tree Learning Machine Learning by Mahesh Huddar

In this video, I have discussed issues in decision tree learning,
Overfitting the Data
Incorporating Continuous valued attributes
Handling training examples with missing attribute values
Handling attributes with different costs
Alternative measures for selecting attributes

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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How to Avoid Overfitting in Decision Tree Learning | Machine Learning | Data Mining by Mahesh Huddar

In this video, I have discussed what is Overfitting, Why overfitting occurs, and how to handle overfitting in decision tree learning.


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How to handle Continuous Valued Attributes in Decision Tree Learning | Machine Learning by Mahesh Huddar

In this video, I will discuss how to handle continuous-valued attributes in discrete-valued attributes

Artificial Neural Networks | ANN | Appropriate Problems for ANN by Mahesh Huddar

Appropriate Problems for Artificial Neural Networks in Machine Learning: https://www.vtupulse.com/machine-learning/appropriate-problems-for-artificial-neural-networks-ann/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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1. Perceptron Training Rule for Linear Classification Artificial Neural Networks Machine Learning

Appropriate Problems for Artificial Neural Networks: https://www.vtupulse.com/machine-learning/appropriate-problems-for-artificial-neural-networks-ann/

Perceptron Training Rule for Linear Classification - https://www.youtube.com/watch?v=du5fyS44DR8

OR GATE Perceptron Training Rule - https://www.youtube.com/watch?v=uxmNDNb0u9A

AND GATE Perceptron Training Rule - https://www.youtube.com/watch?v=zmIzNBMsQYQ

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

Naive Bayes Theorem | Maximum A Posteriori Hypothesis | MAP Brute Force Algorithm by Mahesh Huddar

Bayes theorem is the cornerstone of Bayesian learning methods because it provides a way to calculate the posterior probability P(h|D), from the prior probability P(h), together with P(D) and P(D(h).

The learner considers some set of candidate hypotheses H and is interested in finding the most probable hypothesis h ϵ H given the observed data D (or at least one of the maximally probable if there are several).

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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How to use Naive Bayes rule to check whether the Patient has Cancer or Not by Mahesh Huddar mp4

Consider a medical diagnosis problem in which there are two alternative hypotheses:
(1) that the patient has a particular form of cancer.
(2) that the patient does not.
The available data is from a particular laboratory test with two possible outcomes: + (positive) and − (negative).
The test returns a correct positive result in only 98% of the cases in which the disease is actually present, and a correct negative result in only 97% of the cases in which the disease is not present.
Furthermore, we know that 0.008 of the entire population has cancer.

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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1. Solved Example Naive Bayes Classifier to classify New Instance PlayTennis Example by Mahesh Huddar

Here there are 14 training examples of the target concept PlayTennis, where each day is described by the attributes Outlook, Temperature, Humidity, and Wind.
Here we use the naive Bayes classifier and the training data from this table to classify the following novel instance: (Outlook=Sunny, Temp=Cool, Humidity=High, Wind= Strong)

How to use Naive Bayes rule to check whether the Patient has Cancer or Not: https://youtu.be/ytO3Iq_tOno

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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2. Solved Example Naive Bayes Classifier to classify New Instance | Species Class M and H Example by Mahesh Huddar

Estimate conditional probabilities of each attribute {color, legs, height, smelly} for the species classes: {M, H} using the data given in the table.

Using these probabilities estimate the probability values for the new instance – (Color=Green, legs=2, Height=Tall, and Smelly=No).

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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3. Solved Example Naive Bayes Classifier to classify New Instance Car Example by Mahesh Huddar

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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4. Solved Example Naive Bayes Classifier to classify New Instance Football Match Example by Mahesh Huddar

Consider a football game between two rival teams, say team A and team B. Suppose team A wins 65% of the time and team B wins the remaining matches. Among the games won by team A, only 35% of them come from playing at team B’s football field. On the other hand, 75% of the victories for team B are obtained while playing at home.
If team B is to host the next match between the two teams, what is the probability that it will emerge as the winner?
If team B is to host the next match between the two teams, who will emerge as the winner?

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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1. Bayesian Belief Network (BBN) Solved Numerical Example Burglar Alarm System by Mahesh Huddar

Example - 2: https://youtu.be/iz7Kl2gcmlk

You have a new burglar alarm installed at home.
It is fairly reliable at detecting burglary, but also sometimes responds to minor earthquakes.
You have two neighbors, John and Merry, who promised to call you at work when they hear the alarm.
John always calls when he hears the alarm, but sometimes confuses the telephone ringing with the alarm and calls too.
Merry likes loud music and sometimes misses the alarm.
Given the evidence of who has or has not called, we would like to estimate the probability of a burglary.

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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2. Bayesian Belief Network | BBN | Solved Numerical Example Burglar Alarm System by Mahesh Huddar

Example - 1: https://youtu.be/hEZjPZ-Ze0A

You have a new burglar alarm installed at home.
It is fairly reliable at detecting burglary, but also sometimes responds to minor earthquakes.
You have two neighbors, John and Merry, who promised to call you at work when they hear the alarm.
John always calls when he hears the alarm, but sometimes confuses the telephone ringing with the alarm and calls too.
Merry likes loud music and sometimes misses the alarm.

What is the probability that there is a burglary given that John and Merry calls?

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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Maximum Likelihood Hypothesis and Least Squared Error Hypothesis by Mahesh Huddar

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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KMeans Clustering Algorithm | Steps in KMeans Algorithm | Advantages and Disadvantages by Mahesh Huddar

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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Expectation-Maximization EM Algorithm Steps Uses Advantages and Disadvantages by Mahesh Huddar

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

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1. Gradient Descent and Delta Rule, Derivation of Delta Rule, Linealry and Non-linearly Separable Data by Mahesh Huddar

Gradient Descent and Delta Rule: https://www.vtupulse.com/machine-learning/gradient-descent-and-delta-rule/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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2. Gradient Descent Algorithm and the Delta Rule for Non-Linearly Separable Data by Mahesh Huddar

Gradient Descent Algorithm: https://www.vtupulse.com/machine-learning/gradient-descent-algorithm/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

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How to do Text / Document Classification using Naive Bayes Classifier and TF-IDF features by Mahesh Huddar

Source Code: https://www.vtupulse.com/machine-learning/naive-bayesian-classifier-in-python-using-api/

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

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