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/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
find s algorithm,
find s algorithm machine learning,
find s algorithm example,
find s algorithm problem in machine learning,
find s algorithm in python,
find s algorithm in ml,
find s algorithm problems,
find s algorithm python code,
find s algorithm machine learning ppt,
find s algorithm dataset,
find s algorithm in python github,
find s algorithm application,
find s algorithm advantages and disadvantages,
find s algorithm implementation in python,
find s solved examples,
find s solved example -
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/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
find s algorithm,
find s algorithm machine learning,
find s algorithm example,
find s algorithm problem in machine learning,
find s algorithm in python,
find s algorithm in ml,
find s algorithm problems,
find s algorithm python code,
find s algorithm machine learning ppt,
find s algorithm dataset,
find s algorithm in python github,
find s algorithm application,
find s algorithm advantages and disadvantages,
find s algorithm implementation in python,
find s solved examples,
find s solved example -
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/machine-learning/find-s-algorithm-maximally-specific-hypothesis/
Solved Example 2 - https://www.youtube.com/watch?v=SD6MQLC2DdQ
https://www.vtupulse.com/machine-learning/find-s-algorithm-maximally-specific-hypothesis/
********************************
The following concepts are discussed:
______________________________
find s algorithm,
find s algorithm machine learning,
find s algorithm example,
find s algorithm problem in machine learning,
find s algorithm in python,
find s algorithm machine learning ppt,
find s solved examples,
find s solved example
Version Space,
Maximally Specific Hypothesis,
Find S algorithm to find Maximally specific hypothesis
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
FIND S Algorithm | Unanswered Questions by Mahesh Huddar
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 | List Then Eliminate Algorithm by Mahesh Huddar
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
list then eliminate algorithm,
inductive bias machine learning,
find s algorithm machine learning,
concept learning in machine learning,
concept learning,
inductive learning algorithm,
candidate elimination algorithm example,
version space,
version space in machine learning,
version space problem example,
version space in machine learning in hindi ,
version space in ml,
version space in ai,
version space machine learning example -
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/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
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
candidate elimination algorithm,
candidate elimination algorithm example,
candidate elimination algorithm machine learning,
candidate elimination algorithm python,
candidate elimination Solved,
candidate elimination solved example,
candidate elimination VTU,
candidate elimination VTU ML,
candidate elimination VTU Lab,
VTU ML Lab,
candidate elimination algorithm Implementation,
code wrestling,
candidate elimination algorithm youtube -
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/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
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
candidate elimination algorithm,
candidate elimination algorithm example,
candidate elimination algorithm machine learning,
candidate elimination algorithm python,
candidate elimination Solved,
candidate elimination solved example,
candidate elimination VTU,
candidate elimination VTU ML,
candidate elimination VTU Lab,
VTU ML Lab,
candidate elimination algorithm Implementation,
code wrestling,
candidate elimination algorithm youtube -
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/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
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
candidate elimination algorithm,
candidate elimination algorithm example,
candidate elimination algorithm machine learning,
candidate elimination algorithm python,
candidate elimination Solved,
candidate elimination solved example,
candidate elimination VTU,
candidate elimination VTU ML,
candidate elimination VTU Lab,
VTU ML Lab,
candidate elimination algorithm Implementation,
code wrestling,
candidate elimination algorithm youtube -
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
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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
decision tree in data mining, decision tree in machine learning, decision tree with a simple solved example, decision tree the algorithm, decision tree algorithm in python, decision tree algorithm in spss, decision tree classifier, decision tree classifier in python, decision tree solved example, how decision tree algorithm works, how decision tree algorithm is used in machine learning, how decision tree algorithm is used in data mining, decision tree, tree analysis, decision tree analysis, decision tree example, how to make a decision tree, decision tree making, an example of the decision tree, decision tree in Hindi, how to make decision tree diagram, decision tree Hindi, decision tree in or, decision tree in r, decision tree diagram, decision tree boolean functions, boolean function, boolean function decision tree, boolean function tree -
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
decision tree in data mining, decision tree in machine learning, decision tree with a simple solved example, decision tree algorithm, decision tree algorithm in python, decision tree algorithm in spss, decision tree classifier, decision tree classifier in python, decision tree solved example, how decision tree algorithm works, how decision tree algorithm is used in machine learning, tree analysis, decision tree analysis, decision tree example, how to make decision tree, decision tree making, decision tree, decision tree Hindi, decision tree in or, decision tree in r, decision tree diagram, decision tree boolean functions,
boolean function, boolean function decision tree, boolean function tree -
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/machine-learning/how-to-find-the-entropy-decision-tree-learning/
********************************
The following concepts are discussed:
______________________________
What is Entropy?
How to Find the Entropy in decision tree learning?
How to calculate Entropy?
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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.
*******************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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.
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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
id3 algorithm decision tree,
id3 algorithm in machine learning,
id3,
id3 algorithm in data mining,
id3 algorithm decision tree in data mining,
id3 algorithm decision tree python,
id3 algorithm decision tree in machine learning,
id3 algorithm example,
id3 algorithm in data mining with an example,
id3 in data mining,
decision tree problem,
decision tree problem in big data analytics,
decision tree machine learning,
decision tree,
decision tree in data mining,
decision tree analysis,
decision tree by Mahesh Huddar, -
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
id3 algorithm decision tree,
id3 algorithm in machine learning,
id3 algorithm,
id3 algorithm in data mining,
id3 algorithm decision tree in data mining,
id3 algorithm decision tree python,
id3 algorithm decision tree in machine learning,
id3 algorithm example,
id3 algorithm in data mining with an example,
id3 in data mining,
decision tree problem,
decision tree problem in big data analytics,
decision tree machine learning,
decision tree,
decision tree in data mining,
decision tree analysis,
decision tree by Mahesh Huddar, -
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
id3 algorithm decision tree,
id3 algorithm in machine learning,
decision tree in ML,
decision tree solved example,
decision tree numerical example solved,
id3 algorithm in data mining,
id3 algorithm decision tree in data mining,
id3 algorithm decision tree python,
id3 algorithm decision tree in machine learning,
id3 algorithm example,
id3 algorithm in data mining with an example,
id3 in data mining,
decision tree problem,
decision tree problem in big data analytics,
decision tree machine learning,
decision tree,
decision tree in data mining,
decision tree analysis,
decision tree by Mahesh Huddar, -
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
decision tree problems and solutions,
decision tree problems,
decision tree problems in Big Data Analytics (bda),
decision tree problems in data mining,
decision tree problems in machine learning,
id3 algorithm decision tree problems,
BDA decision tree problems vtu ,
solving decision tree problems,
decision making tree problems and solutions,
decision tree example problems and solutions,
decision tree appropriate questions -
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
entropy nptel,
entropy explained,
entropy data mining,
entropy data mining example,
entropy based discretization example data mining,
entropy machine learning,
entropy machine learning example,
entropy calculation machine learning,
entropy in machine learning in hindi,
information gain decision tree,
gain decision tree,
information gain and entropy in the decision tree,
information gain,
information gain and entropy,
information gain feature selection,
information gain calculation,
information gain and Gini index,
information gain and Gini index,
information gain for continuous-valued attributes -
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
issues in decision tree learning,
overfitting in decision tree,
overfitting in machine learning,
overfitting in data analytics,
overfitting in decision tree example,
overfitting in weka, -
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,
overfitting in the decision tree,
overfitting in machine learning,
overfitting in data analytics,
overfitting in decision tree example,
overfitting in weka,
decision tree continuous-valued attributes examples,
information gain for continuous-valued attributes, -
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 continuous-valued attributes in discrete-valued 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/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
artificial neural network,
artificial neural network in machine learning,
artificial neural network tutorial,
artificial neural network example,
artificial neural network backpropagation algorithm,
perceptron learning algorithm,
perceptron neural network,
perceptron learning algorithm example,
perceptron in machine learning,
perceptron model in neural network,
perceptron learning rule,
perceptron convergence theorem,
perceptron training algorithm,
perceptron model,
perceptron training algorithm for linear classification, -
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/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 -
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 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
gradient descent machine learning,
gradient descent algorithm,
gradient descent in hindi,
gradient descent neural network,
gradient descent and delta rule in machine learning,
gradient descent linear regression,
gradient descent algorithm machine learning,
gradient descent with momentum,
gradient descent python,
delta rule neural network,
delta rule in machine learning,
delta rule neural network example,
delta rule in soft computing,
perceptron delta rule,
delta learning rule in neural network,
delta learning rule in soft computing,
steepest descent algorithm,
perceptron learning algorithm,
perceptron learning rule,
perceptron in machine learning,
stochastic gradient descent,
stochastic gradient descent machine learning,
stochastic gradient descent vs gradient descent,
stochastic gradient descent logistic regression,
stochastic gradient descent with momentum,
stochastic gradient descent in neural network,
stochastic gradient descent implementation in python,
stochastic gradient descent linear regression,
stochastic gradient descent example, -
2. Gradient Descent Algorithm and the Delta Rule for Non-Linearly Separable Data by Mahesh Huddar
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
gradient descent machine learning,
gradient descent algorithm,
gradient descent in hindi,
gradient descent neural network,
gradient descent and delta rule in machine learning,
gradient descent linear regression,
gradient descent algorithm machine learning,
gradient descent with momentum,
gradient descent python,
delta rule neural network,
delta rule in machine learning,
delta rule neural network example,
delta rule in soft computing,
perceptron delta rule,
delta learning rule in neural network,
delta learning rule in soft computing,
steepest descent algorithm,
perceptron learning algorithm,
perceptron learning rule,
perceptron in machine learning,
stochastic gradient descent,
stochastic gradient descent machine learning,
stochastic gradient descent vs gradient descent,
stochastic gradient descent logistic regression,
stochastic gradient descent with momentum,
stochastic gradient descent in neural network,
stochastic gradient descent implementation in python,
stochastic gradient descent linear regression,
stochastic gradient descent example, -
Back Propagation Algorithm Artificial Neural Network Algorithm Machine Learning by Mahesh Huddar
Back Propagation Algorithm Artificial Neural Network Algorithm Machine Learning by Mahesh Huddar
#1 Solved Example Back Propagation Algorithm: https://youtu.be/tUoUdOdTkRw
#2 Solved Example Back Propagation Algorithm: https://youtu.be/n2L1J5JYgUk
#3 Solved Example Back Propagation Algorithm: https://youtu.be/AWhboi1aTxI
Derivation of Backpropagation algorithm: https://youtu.be/XN5IRqtFhOY
Solved Example Backpropagation Algorithm: https://www.youtube.com/watch?v=tUoUdOdTkRw
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,
backpropagation algorithm in machine learning,
gradient descent algorithm,
gradient descent method,
perceptron training algorithm,
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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.
#1 Solved Example Back Propagation Algorithm: https://youtu.be/tUoUdOdTkRw
#2 Solved Example Back Propagation Algorithm: https://youtu.be/n2L1J5JYgUk
#3 Solved Example Back Propagation Algorithm: https://youtu.be/AWhboi1aTxI
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,
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
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(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
naive bayes theorem in machine learning ,
naive bayes theorem,
naive bayes theorem in data mining,
naive bayes theorem probability,
naive bayes theorem in dwdm,
naive bayes theorem explained,
naive bayes rule example,
naive bayes rule,
maximum a posteriori estimation,
maximum a posteriori hypothesis,
maximum a posteriori (map) estimation,
maximum a posteriori vs maximum likelihood,
maximum a posteriori (map),
maximum a posteriori machine learning,
brute force map learning algorithm,
brute force map hypothesis,
brute force vs irradiance map -
How to use Naive Bayes rule to check whether the Patient has Cancer or Not by Mahesh Huddar
How to use Naive Bayes rule to check whether the Patient has Cancer or Not by Mahesh Hudda
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
naive bayes theorem,
naive bayes algorithm in machine learning,
naive bayes algorithm,
naive bayesian classification in data mining,
naive bayes theorem in machine learning,
naive bayes model in artificial intelligence,
naive bayes classifier example,
naive bayes classifier in data mining,
naive bayes classifier python,
naive bayes algorithm in data mining,
naive bayes cancer example,
naive bayes solved example,
naive bayes so naive,
naive bayes source code python,
naive bayes solution,
bayes cancer example -
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
naive Bayes theorem in machine learning,
naive Bayes theorem,
naive Bayes theorem in data mining,
naive Bayes theorem probability,
naive Bayes theorem in dmdw,
naive Bayes theorem explained,
naive Bayes rule example,
naive Bayes rule,
maximum a posteriori estimation,
maximum a posteriori hypothesis,
maximum a posteriori (map) estimation,
maximum a posteriori vs maximum likelihood,
maximum a posteriori (map),
maximum a posteriori machine learning,
brute force map learning algorithm,
brute force map hypothesis,
brute force vs irradiance map -
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=z8K-598fqSo
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 TF-IDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
naive Bayes theorem in machine learning,
naive Bayes theorem in dmdw,
naive Bayes theorem explained,
naive Bayes rule example,
maximum a posteriori estimation,
maximum a posteriori hypothesis,
maximum a posteriori (map) estimation,
maximum a posteriori vs maximum likelihood,
maximum a posteriori (map),
maximum a posteriori machine learning,
brute force map learning algorithm,
brute force map hypothesis,
brute force vs irradiance map,
Bayes classifier machine learning,
Bayes classification in data mining,
Bayes classification,
Bayes classification methods,
Bayes classifier example,
naive Bayes classifier solved example,
Bayes classifier play tennis,
Bayes classifier numerical example,
naive Bayes classifier numerical example,
Bayes optimal classifier numerical example -
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=z8K-598fqSo
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 TF-IDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
naive Bayes theorem in machine learning,
naive Bayes theorem in dwdm,
naive Bayes theorem explained,
naive Bayes rule example,
maximum a posteriori estimation,
maximum a posteriori hypothesis,
maximum a posteriori (map) estimation,
maximum a posteriori vs maximum likelihood,
maximum a posteriori (map),
maximum a posteriori machine learning,
brute force map learning algorithm,
brute force map hypothesis,
brute force vs irradiance map,
Bayes classifier machine learning,
Bayes classification in data mining,
Bayes classification,
Bayes classification methods,
Bayes classifier example,
naive Bayes classifier solved example,
Bayes classifier play tennis,
Bayes classifier numerical example,
naive Bayes classifier numerical example,
Bayes optimal classifier numerical example -
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=z8K-598fqSo
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 TF-IDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
Bayes classifier in an artificial neural network,
Bayes classifier,
Bayes classification in data mining,
Bayes classifier machine learning,
Bayes classifier example,
Bayes classification,
Bayes classifier in pattern recognition,
Bayes classification methods,
Bayes classifier python,
Bayes classification method in data mining,
naive Bayes numerical example,
naive Bayes numerical data,
naive Bayes numerical,
naive Bayes example,
naive Bayes example problem,
naive Bayes example step by step,
naive Bayes exam questions,
naive Bayes example in python,
naive Bayes example solved,
naive Bayes example text classification,
naive Bayes example question,
naive Bayes classifier example in machine learning,
naive Bayes classifier example in data mining , -
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?
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=z8K-598fqSo
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 TF-IDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
Bayes classifier in an artificial neural network,
Bayes classifier,
Bayes classification in data mining,
Bayes classifier machine learning,
Bayes classifier example,
Bayes classification,
Bayes classifier in pattern recognition,
Bayes classification methods,
Bayes classifier python,
Bayes classification method in data mining,
naive Bayes numerical example,
naive Bayes numerical data,
naive Bayes numerical,
naive Bayes example,
naive Bayes example problem,
naive Bayes example step by step,
naive Bayes exam questions,
naive Bayes example in python,
naive Bayes example solved,
naive Bayes example text classification,
naive Bayes example question,
naive Bayes classifier example in machine learning,
naive Bayes classifier example in data mining , -
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=z8K-598fqSo
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 TF-IDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
Bayes classifier example,
bayes classifier numerical example,
naive bayes theorem explained,
naive bayes rule example,
naive bayes classifier example,
conditional probability,
conditional probability examples,
conditional probability solved problems,
naive bayes classifier,
naive bayes example by hand,
naive Bayes exercise solution,
naive bayes exam questions,
naive Bayes example machine learning,
naive Bayes example dataset,
naive Bayes example step by step solution
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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=hEZjPZ-Ze0A
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
Bayesian network,
bayesian classification in data mining,
bayesian network in artificial intelligence,
Bayesian belief network solved example,
bayesian network solved example,
Bayesian belief network,
bayesian learning machine learning,
Bayesian belief network in artificial intelligence,
Bayesian learning,
bayesian inference,
bayesian network in machine learning,
Bayesian belief network in machine learning,
bayesian classification,
bayesian network so,
bayesian network solved example burglary,
bayesian network solved problems,
Bayesian belief network solved example,
bayesian network example solution,
bayesian network burglary example,
bayesian network burglar,
belief network in artificial intelligence,
belief network,
belief network example,
belief network vs Bayesian network,
belief network burglar alarm -
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=hEZjPZ-Ze0A
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
Bayesian network,
bayesian classification in data mining,
bayesian network in artificial intelligence,
Bayesian belief network solved example,
bayesian network solved example,
Bayesian belief network,
bayesian learning machine learning,
Bayesian belief network in artificial intelligence,
Bayesian learning,
bayesian inference,
bayesian network in machine learning,
Bayesian belief network in machine learning,
bayesian classification,
bayesian network so,
bayesian network solved example burglary,
bayesian network solved problems,
Bayesian belief network solved example,
bayesian network example solution,
bayesian network burglary example,
bayesian network burglar,
belief network in artificial intelligence,
belief network,
belief network example,
belief network vs Bayesian network,
belief network burglar alarm -
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=hEZjPZ-Ze0A
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
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
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
kmeans algorithm in machine learning,
kmeans clustering,
kmeans in data mining,
kmeans clustering problem,
kmeans clustering in machine learning,
kmeans in python,
kmeans clustering in python,
kmeans example,
kmeans problem,
kmeans vs knn,
kmeans in weak,
k means clustering algorithm,
k means clustering example,
k means clustering python,
steps in k means algorithm,
steps in k means clustering algorithm,
advantages of k means clustering,
disadvantages of k means clustering -
Expectation-Maximization | EM | Algorithm Steps Uses Advantages and Disadvantages by Mahesh Huddar
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
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
em algorithm,
em algorithm machine learning,
em algorithm for clustering,
em algorithm machine learning in hindi,
em algorithm example,
expectation maximization clustering,
expectation maximization algorithm in machine learning,
expectation maximization clustering,
expectation maximization example,
expectation maximization python,
expectation maximization bayesian network,
expectation maximization example step by step,
expectation maximization missing data,
expectation maximization in machine learning -
How to do Text Classification using Naive Bayes Classifier and TF-IDF features by Mahesh Huddar
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/
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=z8K-598fqSo
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 TF-IDF features: https://www.youtube.com/watch?v=ZKkEQSpRgCs
naive Bayes theorem in machine learning,
naive Bayes theorem in dmdw,
naive Bayes theorem explained,
naive Bayes rule example,
maximum a posteriori estimation,
maximum a posteriori (map),
maximum a posteriori machine learning,
brute force map learning algorithm,
brute force map hypothesis,
brute force vs irradiance map,
Bayes classifier machine learning,
Bayes classification in data mining,
Bayes classification,
Bayes classification methods,
Bayes classifier example,
naive Bayes classifier solved example,
Bayes classifier play tennis,
Bayes classifier numerical example,
naive Bayes classifier numerical example,
Bayes optimal classifier numerical example,
tf idf text classification python,
tf idf problems,
tf idf text classification,
tf idf naive bayes,
tf idf naive bayes python,
text classification using naive bayes in python,
text classification using naive bayes,
text classification using naive bayes python code,
text classification using naive bayes classifier,
text classification python,
text classification pytorch,
text classification python naive bayes,
text classification python keras,
text classification python machine learning,
text classification python scikit learn,
text classification python movie review -
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
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
Instance-based Learning Locally weighted Regression Knn advantages disadvantages - Dr. Mahesh Huddar
Instance-based Learning Locally weighted Regression Knn advantages disadvantages by Dr. Mahesh Huddar
Instance-based Learning: https://youtu.be/X-w1V63puww
K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions: https://youtu.be/w6hQ3ES6Kbg
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued 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
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions Dr. Mahesh Huddar
K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions Dr. Mahesh Huddar
Instance-based Learning: https://youtu.be/X-w1V63puww
K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions: https://youtu.be/w6hQ3ES6Kbg
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions: https://youtu.be/UAIIW3Bs5HE
The following concepts are discussed:
______________________________
k nearest neighbor c++ source code,
k nearest neighbor python,
k-nearest neighbor algorithm example python,
k nearest neighbor in r,
knn algorithm tutorialspoint,
knn algorithm in machine learning,
knn algorithm,
knn dicsrete valued and knn real-valued functions
k nearest neighbor solved example,
knn problem with solution
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and Real Valued Functions
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions Dr. Mahesh Huddar
Instance-based Learning: https://youtu.be/X-w1V63puww
K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions: https://youtu.be/w6hQ3ES6Kbg
Distance Weighted K nearest Neighbor Learning Algorithm Discrete Valued and Real-Valued Functions: https://youtu.be/UAIIW3Bs5HE
The following concepts are discussed:
______________________________
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
Locally Weighted Regression Algorithm Instance-based learning Machine Learning by Dr. Mahesh Huddar
Locally Weighted Regression Algorithm Instance-based 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,
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
Content-based Filtering | Machine Learning | Recomendar Recommendation System by Dr. Mahesh Huddar
Content-based 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
********************************
1. Blog / Website: https://www.vtupulse.com/
2. Like Facebook Page: https://www.facebook.com/VTUPulse
3. Follow us on Instagram: https://www.instagram.com/vtupulse/
4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates