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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3. Find S Algorithm Solved Numerical Example to find Maximally Specific Hypothesis by Mahesh Huddar
3. Find S Algorithm Solved Numerical Example to find Maximally Specific Hypothesis by Mahesh Huddar
In this video, I will discuss how to apply the Find S Concept learning algorithm to find the maximally specific hypothesis.
Numerical Example 1  https://www.youtube.com/watch?v=O6vwN74aSGY
https://www.vtupulse.com/machinelearning/findsalgorithmmaximallyspecifichypothesis/
Solved Example 2  https://www.youtube.com/watch?v=SD6MQLC2DdQ
https://www.vtupulse.com/machinelearning/findsalgorithmmaximallyspecifichypothesis/
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The following concepts are discussed:
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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
4. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=8Cud5fmnvJQ
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
4. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=8Cud5fmnvJQ
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
4. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=8Cud5fmnvJQ
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 Candidate Elimination Algorithm Solved Numerical Example Malignant Tumors MRI Images Mahesh Huddar
4. Candidate Elimination Algorithm Solved Numerical Example Malignant Tumors MRI Images Mahesh Huddar
Consider the given training examples which find the malignant tumors from MRI Scan Images. Show the specific and generic boundaries of the version space after applying the candidate elimination algorithm.
Note: Malignant is +ve (positive) and Benign is  ve(Negative)
Solved Examples:
1. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=kGaR2PQfqlk
2. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=VMoPY9Wimi4
3. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=O2wYwFOMQ24
4. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=8Cud5fmnvJQ
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5. Candidate Elimination Algorithm Solved Numerical Example to find Specific and Generic Hypothesis
5. Candidate Elimination Algorithm Solved Numerical Example to find Specific and Generic Hypothesis by Mahesh Huddar
Consider the given training examples. Show the specific and generic boundaries of the version space after applying the candidate elimination algorithm.
Solved Examples:
1. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=kGaR2PQfqlk
2. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=VMoPY9Wimi4
3. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=O2wYwFOMQ24
4. Candidate Elimination Algorithm Solved Example: https://www.youtube.com/watch?v=8Cud5fmnvJQ
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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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How to find the Entropy Given Probabilities decision Tree Learning Machine Learning by Mahesh Huddar
How to find the Entropy Given Probabilities decision Tree Learning Machine Learning by Mahesh Huddar
In this video we will understand, how to find the entropy given the four probabilities p1=0.1, p2=0.2, p3=0.3, and p4=0.4 in the decision tree.
Web Notes: https://www.vtupulse.com/machinelearning/howtofindtheentropydecisiontreelearning/
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The following concepts are discussed:
______________________________
What is Entropy?
How to Find the Entropy in decision tree learning?
How to calculate Entropy?
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How to find Entropy Information Gain  Gini Index Splitting Attribute Decision Tree by Mahesh Huddar
How to find Entropy, Information Gain, Gini Index, Splitting Attribute, Decision Tree, Machine Learning, Data Mining by Mahesh Huddar
Consider the training examples given in the table for binary classification,
1. What is the entropy of the whole collection of training examples.
2. What is the information gain of the attributes a1 and a2 with respect to the training examples.
3. Compute the Gini Index of the attributes a1 and a2.
4. Which is the best splitting attribute between a1 and a2.
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How to find Entropy  Information Gain  Gain in terms of Gini Index  Decision Tree Mahesh Huddar
How to find Entropy, Information Gain, Gain in terms of Gini Index, Splitting Attribute, Decision Tree, Machine Learning, Data Mining by Mahesh Huddar
Consider the training examples given in the table for binary classification,
1. Find the information gain when splitting on A and B. Which attribute the decision tree induction algorithm chooses.
2. Calculate the gain in Gini Index when splitting on A and B. Which attribute the decision tree induction algorithm chooses.
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1. Decision Tree  ID3 Algorithm  Solved Numerical Example  by Mahesh Huddar
1. Decision Tree â€“ 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 â€“ 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 â€“ 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.
issues 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 
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
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 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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Back Propagation Algorithm Artificial Neural Network Algorithm Machine Learning by Mahesh Huddar
Back Propagation Algorithm Artificial Neural Network Algorithm Machine Learning by Mahesh Huddar
Derivation of Backpropagation algorithm: https://youtu.be/XN5IRqtFhOY
Gradient Descent Algorithm: https://youtu.be/MUoEv1Hv0KM
Gradient Descent and Delta Rule: https://youtu.be/ktGm0WCoQOg
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
********************************
The following concepts are discussed:
______________________________
backpropagation algorithm,
backpropagation neural network,
backpropagation algorithm in the neural network,
back propagation learning algorithm,
back propagation algorithm in machine learning,
backpropagation in neural networks,
backpropagation algorithm,
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********************************
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Derivation of Back Propagation Algorithm Neural Networks Algorithm Machine Learning by Mahesh Huddar
Derivation of Weight Equation in Back Propagation Algorithm Artificial Neural Networks Algorithm Machine Learning by Mahesh Huddar
We use the Stochastic gradient descent rule to derive the equation for updating weights in the back propagation algorithm.
Stochastic gradient descent involves iterating through the training examples one at a time, for each training example d descending the gradient of the error Ed with respect to this single example.
Backpropagation algorithm: https://youtu.be/zAPHIAGBjwE
Gradient Descent Algorithm: https://youtu.be/MUoEv1Hv0KM
Gradient Descent and Delta Rule: https://youtu.be/ktGm0WCoQOg
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
********************************
The following concepts are discussed:
______________________________
Derivation of the backpropagation algorithm,
backpropagation neural network,
backpropagation algorithm in the neural network,
the backpropagation learning algorithm,
backpropagation algorithm in machine learning,
backpropagation in neural networks,
backpropagation algorithm,
backpropagation algorithm in machine learning,
gradient descent algorithm,
gradient descent method,
perceptron training algorithm,
********************************
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4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates 
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 Ïµ 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 âˆ’ (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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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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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
Solved Example:
1. Naive Bayes Solved Example: https://www.youtube.com/watch?v=XzSlEA4ck2I
2. Naive Bayes Solved Example: https://www.youtube.com/watch?v=z8K598fqSo
3. Naive Bayes Solved Example: https://www.youtube.com/watch?v=fOK9DiKUGYs
4. Naive Bayes Solved Example: https://www.youtube.com/watch?v=iTqBC8GEZqs
5. Naive Bayes Solved Example: https://www.youtube.com/watch?v=yRl8Yq0M3TY
6. How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
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2. Solved Example Naive Bayes Classifier to classify New Instance  Species Example by Mahesh Huddar
Solved Example:
1. Naive Bayes Solved Example: https://www.youtube.com/watch?v=XzSlEA4ck2I
2. Naive Bayes Solved Example: https://www.youtube.com/watch?v=z8K598fqSo
3. Naive Bayes Solved Example: https://www.youtube.com/watch?v=fOK9DiKUGYs
4. Naive Bayes Solved Example: https://www.youtube.com/watch?v=iTqBC8GEZqs
5. Naive Bayes Solved Example: https://www.youtube.com/watch?v=yRl8Yq0M3TY
6. How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
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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
Solved Example:
1. Naive Bayes Solved Example: https://www.youtube.com/watch?v=XzSlEA4ck2I
2. Naive Bayes Solved Example: https://www.youtube.com/watch?v=z8K598fqSo
3. Naive Bayes Solved Example: https://www.youtube.com/watch?v=fOK9DiKUGYs
4. Naive Bayes Solved Example: https://www.youtube.com/watch?v=iTqBC8GEZqs
5. Naive Bayes Solved Example: https://www.youtube.com/watch?v=yRl8Yq0M3TY
6. How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
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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 Bâ€™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?
Solved Example:
1. Naive Bayes Solved Example: https://www.youtube.com/watch?v=XzSlEA4ck2I
2. Naive Bayes Solved Example: https://www.youtube.com/watch?v=z8K598fqSo
3. Naive Bayes Solved Example: https://www.youtube.com/watch?v=fOK9DiKUGYs
4. Naive Bayes Solved Example: https://www.youtube.com/watch?v=iTqBC8GEZqs
5. Naive Bayes Solved Example: https://www.youtube.com/watch?v=yRl8Yq0M3TY
6. How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
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5. Solved Example Naive Bayes Classifier to classify New Instance Naive Bayes Theorem mahesh Huddar
5. Solved Example Naive Bayes Classifier to classify New Instance Naive Bayes Theorem by mahesh Huddar
********************************
The following concepts are discussed:
______________________________
How to Compute
Conditional Probabilities
Predict the Label for the new instance
Consider the dataset given in the table and
1. Estimate the conditional probabilities of P(A+), P(B+), P(C+), P(A), P(B), and P(C)
2. Use the conditional probability estimates and predict the class label for the test sample P(A=0, B=1, C=0)
Solved Example:
1. Naive Bayes Solved Example: https://www.youtube.com/watch?v=XzSlEA4ck2I
2. Naive Bayes Solved Example: https://www.youtube.com/watch?v=z8K598fqSo
3. Naive Bayes Solved Example: https://www.youtube.com/watch?v=fOK9DiKUGYs
4. Naive Bayes Solved Example: https://www.youtube.com/watch?v=iTqBC8GEZqs
5. Naive Bayes Solved Example: https://www.youtube.com/watch?v=yRl8Yq0M3TY
6. How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
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********************************
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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.
Solved Examples:
1. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=hEZjPZZe0A
2. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=iz7Kl2gcmlk
3. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=h_h7pnwY8A
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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
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?
Solved Examples:
1. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=hEZjPZZe0A
2. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=iz7Kl2gcmlk
3. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=h_h7pnwY8A
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3. Bayesian Belief Network BBN Solved Numerical Example Battery Gauge Fuel Start Car Mahesh Huddar
3. Bayesian Belief Network BBN Solved Numerical Example Battery Gauge Fuel and Start Car by Mahesh Huddar
********************************
The following concepts are discussed:
______________________________
1. Find the probability of P(B=Good, F=Empty, G=Empty, S=Yes)
2. Find the probability of P(B=Bad, F=Empty, G=Not Empty, S=No)
3. Given the battery is bad, Compute the probability that the car will start
Solved Examples:
1. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=hEZjPZZe0A
2. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=iz7Kl2gcmlk
3. Bayesian Belief Networks Solved Example: https://www.youtube.com/watch?v=h_h7pnwY8A
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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
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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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
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/
Solved Example:
1. Naive Bayes Solved Example: https://www.youtube.com/watch?v=XzSlEA4ck2I
2. Naive Bayes Solved Example: https://www.youtube.com/watch?v=z8K598fqSo
3. Naive Bayes Solved Example: https://www.youtube.com/watch?v=fOK9DiKUGYs
4. Naive Bayes Solved Example: https://www.youtube.com/watch?v=iTqBC8GEZqs
5. Naive Bayes Solved Example: https://www.youtube.com/watch?v=yRl8Yq0M3TY
6. How to do Text / Document Classification using Naive Bayes Classifier and TFIDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
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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
1. Solved Numerical Example of KNN: https://www.youtube.com/watch?v=Vk9lGGODaJA
2. Solved Numerical Example of KNN: https://www.youtube.com/watch?v=HZT0lxD5h6k
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 
2. Solved Example KNN Classifier to classify New Instance Height and Weight Example by mahesh Huddar
2. Solved Example KNN Classifier to classify New Instance Height and Weight Example by mahesh Huddar
In this video, I have discussed how to apply the KNN  k nearest neighbor machine learning algorithm to predict the class label for the new instance give the height and weight dataset.
1. Solved Numerical Example of KNN: https://www.youtube.com/watch?v=Vk9lGGODaJA
2. Solved Numerical Example of KNN: https://www.youtube.com/watch?v=HZT0lxD5h6k
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Instancebased Learning Locally weighted Regression Knn advantages disadvantages  Dr. Mahesh Huddar
Instancebased Learning Locally weighted Regression Knn advantages disadvantages by Dr. Mahesh Huddar
Instancebased Learning: https://youtu.be/Xw1V63puww
K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions: https://youtu.be/w6hQ3ES6Kbg
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions: https://youtu.be/UAIIW3Bs5HE
The following concepts are discussed:
______________________________
knn solved example,
knn algorithm example,
instance based vs model based learning,
instance based learning,
instance based and model based learning,
locally weighted regression,
locally weighted linear regression,
locally weighted linear regression python,
case based reasoning,
case based reasoning in machine learning,
knn classification solved numerical
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K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions Dr. Mahesh Huddar
K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions Dr. Mahesh Huddar
Instancebased Learning: https://youtu.be/Xw1V63puww
K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions: https://youtu.be/w6hQ3ES6Kbg
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions: https://youtu.be/UAIIW3Bs5HE
The following concepts are discussed:
______________________________
k nearest neighbor c++ source code,
k nearest neighbor python,
knearest neighbor algorithm example python,
k nearest neighbor in r,
knn algorithm tutorialspoint,
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********************************
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Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and Real Valued Functions
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions Dr. Mahesh Huddar
Instancebased Learning: https://youtu.be/Xw1V63puww
K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions: https://youtu.be/w6hQ3ES6Kbg
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and RealValued Functions: https://youtu.be/UAIIW3Bs5HE
The following concepts are discussed:
______________________________
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Locally Weighted Regression Algorithm Instancebased learning Machine Learning by Dr. Mahesh Huddar
Locally Weighted Regression Algorithm Instancebased learning Machine Learning by Dr. Mahesh Huddar
The following concepts are discussed:
______________________________
locally weighted, locally weighted regression,
locally weighted linear regression,
locally weighted linear regression python,
Gradient decent rule, locally weighted regression machine learning,
locally weighted regression vs linear regression,
locally weighted regression python code,
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Contentbased Filtering  Machine Learning  Recomendar Recommendation System by Dr. Mahesh Huddar
Contentbased Filtering  Machine Learning  Recomendar Recommendation System by Dr. Mahesh Huddar
The following concepts are discussed:
______________________________
collaborative filtering,
graph based recommendation system python,
machine learning, content based,
content based recommendation system,
content based filtering recommendation system,
user based collaborative filtering,
recommendation engine,
item based collaborative filtering,
content based filtering
,information retrieval,
recommendation system machine learning,
filtering techniques
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