Video Tutorials
Machine Learning Video Tutorial – Solved Numerical Examples and Implementation in Python
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Introduction to Machine Learning Definition Examples Applications of ML Why so popular Mahesh Huddar
Introduction to Machine Learning Definition Examples Applications of ML Why Machine learning is so popular by Mahesh Huddar
The following concepts are discussed:
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Introduction to Machine Learning,
Machine Learning Definition,
Well-posed definition of machine learning,
Well-Posed Learning Problem,
Applications of Machine learning,
Why machine learning is so popular,
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What are the different Steps in designing and Implementing Machine Learning Model by Mahesh Huddar
What are the different Steps in designing and Implementing Machine Learning Model by Mahesh Huddar
The following concepts are discussed:
______________________________
What are the different Steps in designing Machine Learning Model?
What are the different Steps in Implementing Machine Learning Model?
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Types of Machine Learning Algorithms Supervised Unsupervised Reinforcement Learning by Mahesh Huddar
What is Machine Learning | Types of Machine Learning Algorithms | Supervised Unsupervised Reinforcement Learning by Mahesh Huddar
The following concepts are discussed:
______________________________
What is Machine Learning,
Types of Machine Learning Algorithms,
Supervised Machine Learning,
Unsupervised machine Learning,
Reinforcement Machine Learning
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What are the different Perspectives and Issues in Machine Learning by Mahesh Huddar
What are the different Perspectives and Issues in Machine Learning by Mahesh Huddar
The following concepts are discussed:
______________________________
Which algorithms perform best for which types of problems and representations?
How much training data is sufficient?
Can prior knowledge be helpful even when it is only approximately correct?
What is the best strategy for choosing a useful next training experience, and how does the choice of this strategy alter the complexity of the learning problem?
How can the learner automatically alter its representation to improve its ability to represent and learn the target function?
What is the best way to reduce the learning task to one or more function approximation problems? Put another way, what specific functions should the system attempt to learn? Can this process itself be automated?
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Concept Learning Concept Space Hypothesis Space Distinct Hypothesis Space Machine Learning Mahesh
Concept Learning in Machine Learning | Concept Space, Hypothesis Space, and Distinct Hypothesis Space in Machine Learning Mahesh Huddar
The following concepts are discussed:
______________________________
What is Concept Learning in Machine Learning,
Concept learning task,
How Concept Learning works in Machine Learning,
Concept Space machine learning,
Hypothesis Space machine learning,
Distinct Hypothesis Space in Machine Learning
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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
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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/machine-learning/find-s-algorithm-maximally-specific-hypothesis/
Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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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/
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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
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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
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Candidate Elimination Algorithm – Explained Machine Learning Data Mining Mahesh Huddar
Candidate Elimination Algorithm – Explained Machine Learning Data Mining Mahesh Huddar
Candidate Elimination Algorithm Solved Examples:
1. https://www.youtube.com/watch?v=O2wYwFOMQ24
2. https://www.youtube.com/watch?v=VMoPY9Wimi4
3. https://www.youtube.com/watch?v=kGaR2PQfqlk
4. https://www.youtube.com/watch?v=8Cud5fmnvJQ
5. https://www.youtube.com/watch?v=Hr96fzShANk
Remarks on version Space and Candidate elimination Algorithm:
https://www.youtube.com/watch?v=l-Uk3jDFrWI
Inductive Bias in Candidate elimination algorithm:
https://www.youtube.com/watch?v=wrf4YuZA7Io
The following concepts are discussed:
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This video covers what is Candidate Elimination Algorithm and how to use the Candidate Elimination Algorithm to find the version space or set of consistent hypotheses with respect to a given set of training examples.
candidate elimination algorithm and version space
solved example candidate elimination algorithm
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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/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
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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/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
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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/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
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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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Remarks On Version Spaces And Candidate Elimination Algorithm Machine Learning Mahesh Huddar
Remarks On Version Spaces And Candidate Elimination Algorithm Machine Learning Mahesh Huddar
Candidate Elimination Algorithm Solved Examples:
1. https://www.youtube.com/watch?v=O2wYwFOMQ24
2. https://www.youtube.com/watch?v=VMoPY9Wimi4
3. https://www.youtube.com/watch?v=kGaR2PQfqlk
4. https://www.youtube.com/watch?v=8Cud5fmnvJQ
5. https://www.youtube.com/watch?v=Hr96fzShANk
Remarks on version Space and Candidate elimination Algorithm:
https://www.youtube.com/watch?v=l-Uk3jDFrWI
Inductive Bias in Candidate elimination algorithm:
https://www.youtube.com/watch?v=wrf4YuZA7Io
The following concepts are discussed:
______________________________
In this video, I will discuss, Remarks On Version Spaces And Candidate Elimination Algorithms in Machine Learning
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Inductive Bias Candidate Elimination Algorithm | Inductive System | Deductive System Mahesh Huddar
Inductive Bias of Candidate Elimination Algorithm | Inductive System | Deductive System by Mahesh Huddar
Candidate Elimination Algorithm Solved Examples:
1. https://www.youtube.com/watch?v=O2wYwFOMQ24
2. https://www.youtube.com/watch?v=VMoPY9Wimi4
3. https://www.youtube.com/watch?v=kGaR2PQfqlk
4. https://www.youtube.com/watch?v=8Cud5fmnvJQ
5. https://www.youtube.com/watch?v=Hr96fzShANk
Remarks on version Space and Candidate elimination Algorithm:
https://www.youtube.com/watch?v=l-Uk3jDFrWI
Inductive Bias in Candidate elimination algorithm:
https://www.youtube.com/watch?v=wrf4YuZA7Io
The following concepts are discussed:
______________________________
Inductive Bias of Candidate Elimination Algorithm,
Biased Hypothesis Space,
Unbiased Hypothesis Space,
Inductive System,
Equivalent Deductive System,
Inductive Bias
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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/machine-learning/how-to-find-the-entropy-decision-tree-learning/
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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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ID3 Decision tree Learning Algorithm | ID3 Algorithm | Decision Tree Algorithm Example Mahesh Huddar
ID3 Decision tree Learning Algorithm | ID3 Algorithm | Decision Tree Algorithm Solved Example Mahesh Huddar
Decision Tree Solved Examples:
1. https://www.youtube.com/watch?v=coOTEc-0OGw
2. https://www.youtube.com/watch?v=JO2wiZif2OM
3. https://www.youtube.com/watch?v=2A8AGfxs0D8
Decision Tree for Boolean Functions:
1. https://www.youtube.com/watch?v=fs0wsU2sSPQ
2. https://www.youtube.com/watch?v=gn85J4U4pbw
Decision Tree Appropriate Problems:
https://www.youtube.com/watch?v=QLqlS7s53P4
How to find Information Gain and Entropy:
https://www.youtube.com/watch?v=y6VwIcZAUkI
https://www.youtube.com/watch?v=F00X97p5DfI
https://www.youtube.com/watch?v=dDQ7ju8BI7o
Issues in Decision Tree Learning:
https://www.youtube.com/watch?v=3ZAyNV-LfuY
How to handle continuous-valued attributes:
https://www.youtube.com/watch?v=2vIvM4zmyf4
How to find information Gain and Gini Index
https://www.youtube.com/watch?v=wefc_36d5mU
Inductive Bias in ID3 Algorithm:
https://www.youtube.com/watch?v=SVwFJZeWdtg
The following concepts are discussed:
______________________________
id3 algorithm,
id3 example,
id3 in data mining,
id3 decision tree,
id3 algorithm numerical,
decision tree analysis,
decision tree,
decision tree in machine learning,
ID3 Algorithm Explained,
decision tree in ML,
ID3 in data mining,
ID3 in machine learning
********************************
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1. Decision Tree | ID3 Algorithm | Solved Numerical Example | by Mahesh Huddar
1. Decision Tree – ID3 Algorithm Solved Numerical Example by Mahesh Huddar
Decision Tree ID3 Algorithm Solved Example - 1: https://www.youtube.com/watch?v=gn85J4U4pbw
Decision Tree ID3 Algorithm Solved Example - 2: https://www.youtube.com/watch?v=JO2wiZif2OM
Decision Tree ID3 Algorithm Solved Example - 3: https://www.youtube.com/watch?v=2A8AGfxs0D8
Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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2 Decision Tree | ID3 Algorithm | Solved Numerical Example by Mahesh Huddar
2 Decision Tree – ID3 Algorithm Solved Numerical Example by Mahesh Huddar
Decision Tree ID3 Algorithm Solved Example - 1: https://www.youtube.com/watch?v=gn85J4U4pbw
Decision Tree ID3 Algorithm Solved Example - 2: https://www.youtube.com/watch?v=JO2wiZif2OM
Decision Tree ID3 Algorithm Solved Example - 3: https://www.youtube.com/watch?v=2A8AGfxs0D8
Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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3 Decision Tree | ID3 Algorithm | Solved Numerical Example by Mahesh Huddar
3 Decision Tree – ID3 Algorithm Solved Numerical Example by Mahesh Huddar
Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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Appropriate Problems for Decision Tree Learning Machine Learning Big Data Analytics by Mahesh Huddar
Appropriate Problems for Decision Tree Learning Machine Learning Big Data Analytics by Mahesh Huddar
In this video, we have discussed what the appropriate problems can be solved using a decision tree learning algorithm
Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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How to find the Entropy and Information Gain in Decision Tree Learning by Mahesh Huddar
How to find the Entropy and Information Gain in Decision Tree Learning by Mahesh Huddar
In this video, I will discuss how to find entropy and information gain given a set of training examples in constructing a decision tree.
Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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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,
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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,
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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 -
ID3 Decision Tree Learning Inductive Bias | Inductive bias of ID3 | Occam's razor ID3 Mahesh Huddar
ID3 Decision Tree Learning Inductive Bias | Inductive bias of ID3 | Occam's razor ID3 by Mahesh Huddar
Decision Tree Solved Examples:
1. https://www.youtube.com/watch?v=coOTEc-0OGw
2. https://www.youtube.com/watch?v=JO2wiZif2OM
3. https://www.youtube.com/watch?v=2A8AGfxs0D8
Decision Tree for Boolean Functions:
1. https://www.youtube.com/watch?v=fs0wsU2sSPQ
2. https://www.youtube.com/watch?v=gn85J4U4pbw
Decision Tree Appropriate Problems:
https://www.youtube.com/watch?v=QLqlS7s53P4
How to find Information Gain and Entropy:
https://www.youtube.com/watch?v=y6VwIcZAUkI
https://www.youtube.com/watch?v=F00X97p5DfI
https://www.youtube.com/watch?v=dDQ7ju8BI7o
Issues in Decision Tree Learning:
https://www.youtube.com/watch?v=3ZAyNV-LfuY
How to handle continuous-valued attributes:
https://www.youtube.com/watch?v=2vIvM4zmyf4
How to find information Gain and Gini Index
https://www.youtube.com/watch?v=wefc_36d5mU
Inductive Bias in ID3 Algorithm:
https://www.youtube.com/watch?v=SVwFJZeWdtg
The following concepts are discussed:
______________________________
ID3 Decision Tree Learning Inductive Bias,
The inductive bias of ID3,
Occam's razor ID3,
Why Prefer Short Hypotheses,
The approximate inductive bias of ID3,
Shorter trees are preferred over longer trees,
Restriction Bias and Preference Bias,
hill-climbing search ID3
********************************
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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 -
2 AND GATE Perceptron Training Rule | Artificial Neural Networks Machine Learning by Mahesh Huddar
2. AND GATE Perceptron Training Rule | Artificial Neural Networks Machine Learning by Mahesh Huddar
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 -
3. OR GATE Perceptron Training Rule | Artificial Neural Networks Machine Learning by Mahesh Huddar
3. OR GATE Perceptron Training Rule | Artificial Neural Networks Machine Learning by Mahesh Huddar
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 -
Perceptron Rule to design XOR Logic Gate Solved Example ANN Machine Learning by Mahesh Huddar
Perceptron Rule to design XOR Logic Gate Solved Example ANN Machine Learning by Mahesh Huddar
OR GATE Perceptron Training Rule - https://www.youtube.com/watch?v=uxmNDNb0u9A
AND GATE Perceptron Training Rule - https://www.youtube.com/watch?v=zmIzNBMsQYQ
The following concepts are discussed:
______________________________
Perceptron learning rule,
Perceptron testing rule,
XOR logic gate (function),
Design XOR Logic gate using perceptron rule
********************************
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1. Gradient Descent | Delta Rule | Delta Rule Derivation Nonlinearly Separable Data by Mahesh Huddar
1. Gradient Descent and Delta Rule, Derivation of Delta Rule, Linealry and Non-linearly Separable Data by Mahesh Huddar
Gradient Descent and Delta Rule: https://www.vtupulse.com/machine-learning/gradient-descent-and-delta-rule/
Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O
Data Science and Machine Learning - Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT
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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
Back Propagation Algorithm:
https://www.youtube.com/watch?v=zAPHIAGBjwE
Derivation of Back Propagation Algorithm
https://www.youtube.com/watch?v=XN5IRqtFhOY
Backpropagation Solved Example:
1. https://www.youtube.com/watch?v=tUoUdOdTkRw
2. https://www.youtube.com/watch?v=n2L1J5JYgUk
3. https://www.youtube.com/watch?v=AWhboi1aTxI
Gradient descent Delta Rule:
https://www.youtube.com/watch?v=ibKP0nIT7YU
https://www.youtube.com/watch?v=ktGm0WCoQOg
https://www.youtube.com/watch?v=MUoEv1Hv0KM
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,
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stochastic gradient descent linear regression,
stochastic gradient descent example, -
Gradient Descent Delta Rule | Non Linear Classification | Delta Rule Derivation Mahesh Huddar
Gradient descent Delta Rule | Non-Linear Classification | Gradient Descent Derivation | Delta Rule Derivation Mahesh Huddar
Back Propagation Algorithm:
https://www.youtube.com/watch?v=zAPHIAGBjwE
Derivation of Back Propagation Algorithm
https://www.youtube.com/watch?v=XN5IRqtFhOY
Backpropagation Solved Example:
1. https://www.youtube.com/watch?v=tUoUdOdTkRw
2. https://www.youtube.com/watch?v=n2L1J5JYgUk
3. https://www.youtube.com/watch?v=AWhboi1aTxI
Gradient descent Delta Rule:
https://www.youtube.com/watch?v=ibKP0nIT7YU
https://www.youtube.com/watch?v=ktGm0WCoQOg
https://www.youtube.com/watch?v=MUoEv1Hv0KM
The following concepts are discussed:
______________________________
Gradient descent Delta Rule,
Non-Linear Classification,
Gradient Descent Derivation,
Delta Rule Derivation,
gradient descent math,
gradient descent derivation,
gradient descent neural network,
gradient descent algorithm python,
gradient descent animation,
gradient descent medium,
stochastic gradient descent,
gradient descent calculator
********************************
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4. Like, Share, Subscribe, and Don't forget to press the bell ICON for regular updates -
Gradient Descent Algorithm | Stochastic Gradient Descent Algorithm Weight Update by Mahesh Huddar
Gradient Descent Algorithm | Stochastic Gradient Descent Algorithm Weight Update by Mahesh Huddar
Back Propagation Algorithm:
https://www.youtube.com/watch?v=zAPHIAGBjwE
Derivation of Back Propagation Algorithm
https://www.youtube.com/watch?v=XN5IRqtFhOY
Backpropagation Solved Example:
1. https://www.youtube.com/watch?v=tUoUdOdTkRw
2. https://www.youtube.com/watch?v=n2L1J5JYgUk
3. https://www.youtube.com/watch?v=AWhboi1aTxI
Gradient descent Delta Rule:
https://www.youtube.com/watch?v=ibKP0nIT7YU
https://www.youtube.com/watch?v=ktGm0WCoQOg
https://www.youtube.com/watch?v=MUoEv1Hv0KM
The following concepts are discussed:
______________________________
Gradient Descent Algorithm,
Stochastic Gradient Descent Algorithm,
Weight Update using gradient Descent,
Weight Update using Stochastic gradient Descent,
difference between gradient and stochastic gradient
********************************
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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
#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,
********************************
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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.
#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
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The following concepts are discussed:
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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,
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#1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar
#1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network Machine Learning by Dr. 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
The following concepts are discussed:
______________________________
Solved Example Back Propagation Algorithm,
Back Propagation Algorithm Solved Example,
Back Propagation Algorithm,
Multi-Layer Perceptron Network,
Back Propagation Algorithm Machine Learning,
Back Propagation Algorithm Multi-Layer Perceptron Network
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
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#2. Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar
#2. Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network Machine Learning by Dr. 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
The following concepts are discussed:
______________________________
Solved Example Back Propagation Algorithm,
Back Propagation Algorithm Solved Example,
Back Propagation Algorithm,
Multi-Layer Perceptron Network,
Back Propagation Algorithm Machine Learning,
Back Propagation Algorithm Multi-Layer Perceptron Network
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
********************************
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#3. Backpropagation Solved Example Train Neural network predict output Updates Weights by Dr. Mahesh
#3. Backpropagation Solved Example Train Neural network predict output Updates Weights by Dr. Mahesh Huddar
The following concepts are discussed:
______________________________
How to Build a neural network?
How to assign weights to the neural network?
How to train the Neural Network?
How to predict the output with respect to the given input?
How to find the error?
How to update the weights so that we can reduce the error?
Gradient Descent rule to update the weights.
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#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
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
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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
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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
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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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