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Video Tutorials
Python for Beginners Video tutorial  
Big Data Analytics Video Tutorial  Placement Video Tutorial 
Computer Graphics and Visualization Video Tutorial  C++ Video Tutorial 
Machine Learning Video Tutorial – Solved Numerical Examples and Implementation in Python

FIND S Algorithm  Finding A Maximally Specific Hypothesis  Solved Example  1 by Mahesh Huddar
FIND S Algorithm  Finding A Maximally Specific Hypothesis  Solved Example  1 by Mahesh Huddar
Solved Example 2  https://www.youtube.com/watch?v=SD6MQLC2DdQ
https://www.vtupulse.com/machinelearning/findsalgorithmmaximallyspecifichypothesis/
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  Finding A Maximally Specific Hypothesis  Solved Example  2 by Mahesh Huddar
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/machinelearning/findsalgorithmmaximallyspecifichypothesis/
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
FIND S Algorithm  Unanswered Questions by Mahesh Huddar
https://www.vtupulse.com/machinelearning/findsalgorithmunansweredquestions/
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  List Then Eliminate Algorithm by Mahesh Huddar
Consistent Hypothesis, Version Space and List Then Eliminate Algorithm by Mahesh Huddar
https://www.vtupulse.com/machinelearning/versionspaceandlisttheneliminatealgorithm/
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. Candidate Elimination Algorithm  Solved Example  1  Machine Learning by Mahesh Huddar
Candidate Elimination Algorithm Solved Example  1 Machine Learning by Mahesh Huddar
Candidate Elimination Algorithm Solved Example  1:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample1/
Video: https://www.youtube.com/watch?v=O2wYwFOMQ24
Candidate Elimination Algorithm Solved Example  2:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample2/
Video:https://www.youtube.com/watch?v=VMoPY9Wimi4
Candidate Elimination Algorithm Solved Example  3:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample3/
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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2. Candidate Elimination Algorithm  Solved Example  2  Machine Learning by Mahesh Huddar
Candidate Elimination Algorithm Solved Example  2 Machine Learning by Mahesh Huddar
Candidate Elimination Algorithm Solved Example  1:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample1/
Video: https://www.youtube.com/watch?v=O2wYwFOMQ24
Candidate Elimination Algorithm Solved Example  2:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample2/
Video:https://www.youtube.com/watch?v=VMoPY9Wimi4
Candidate Elimination Algorithm Solved Example  3:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample3/
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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3. Candidate Elimination Algorithm  Solved Example  3  Machine Learning by Mahesh Huddar
Candidate Elimination Algorithm Solved Example  3 Machine Learning by Mahesh Huddar
Candidate Elimination Algorithm Solved Example  1:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample1/
Video: https://www.youtube.com/watch?v=O2wYwFOMQ24
Candidate Elimination Algorithm Solved Example  2:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample2/
Video:https://www.youtube.com/watch?v=VMoPY9Wimi4
Candidate Elimination Algorithm Solved Example  3:
Web: https://www.vtupulse.com/machinelearning/candidateeliminationalgorithmsolvedexample3/
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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1. How to build a decision Tree for Boolean Function  Machine Learning by Mahesh Huddar
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
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
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
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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3 Decision Tree  ID3 Algorithm  Solved Numerical Example by Mahesh Huddar
3 Decision Tree – ID3 Algorithm Solved Numerical Example by Mahesh Huddar
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
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
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
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
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  Machine Learning by Mahesh Huddar
How to handle Continuous Valued Attributes in Decision Tree Learning  Machine Learning by Mahesh Huddar
In this video, I will discuss how to handle continuousvalued attributes in discretevalued attributes 
Artificial Neural Networks  ANN  Appropriate Problems for ANN by Mahesh Huddar
Artificial Neural Networks  ANN  Appropriate Problems for ANN by Mahesh Huddar
Appropriate Problems for Artificial Neural Networks in Machine Learning: https://www.vtupulse.com/machinelearning/appropriateproblemsforartificialneuralnetworksann/
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
1. Perceptron Training Rule for Linear Classification Artificial Neural Networks Machine Learning
Appropriate Problems for Artificial Neural Networks: https://www.vtupulse.com/machinelearning/appropriateproblemsforartificialneuralnetworksann/
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
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(hD), 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
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 Mahesh Huddar
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
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Data Science and Machine Learning  https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
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2. Solved Example Naive Bayes Classifier to classify New Instance  Species Example by Mahesh Huddar
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
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3. Solved Example Naive Bayes Classifier to classify New Instance Car Example by Mahesh Huddar
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
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
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
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2. Bayesian Belief Network  BBN  Solved Numerical Example Burglar Alarm System by Mahesh Huddar
2. Bayesian Belief Network  BBN  Solved Numerical Example Burglar Alarm System by Mahesh Huddar
Example  1: https://youtu.be/hEZjPZZe0A
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
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 Disadvantages by Mahesh Huddar
KMeans Clustering Algorithm  Steps in KMeans Algorithm  Advantages and Disadvantages by Mahesh Huddar
Machine Learning  https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
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ExpectationMaximization  EM  Algorithm Steps Uses Advantages and Disadvantages by Mahesh Huddar
ExpectationMaximization 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  Delta Rule  Delta Rule Derivation Nonlinearly Separable Data by Mahesh Huddar
1. Gradient Descent and Delta Rule, Derivation of Delta Rule, Linealry and Nonlinearly Separable Data by Mahesh Huddar
Gradient Descent and Delta Rule: https://www.vtupulse.com/machinelearning/gradientdescentanddeltarule/
Machine Learning  https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
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2. Gradient Descent Algorithm and the Delta Rule for NonLinearly Separable Data by Mahesh Huddar
2. Gradient Descent Algorithm and the Delta Rule for NonLinearly Separable Data by Mahesh Huddar
Gradient Descent Algorithm: https://www.vtupulse.com/machinelearning/gradientdescentalgorithm/
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 Classification using Naive Bayes Classifier and TFIDF features by Mahesh Huddar
How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features by Mahesh Huddar
Source Code: https://www.vtupulse.com/machinelearning/naivebayesianclassifierinpythonusingapi/
Machine Learning  https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
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1. Solved Numerical Example of KNN Classifier to classify New Instance IRIS Example by Mahesh Huddar
1. Solved Numerical Example of KNN (K Nearest Neighbor Algorithm) Classifier to classify New Instance IRIS Example by Mahesh Huddar
Tutorials:
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