Machine Learning

🎓 Complete Machine Learning Playlist | Algorithms & Solved Examples Welcome to the Ultimate Machine Learning Playlist – a detailed collection of tutorials covering a wide range of algorithms with step-by-step solved numerical examples. Whether you're a student, a beginner, or preparing for interviews, this playlist will help you master both the concepts and practical applications. --- 📘 Algorithms & Topics Covered: 🔸 Supervised Learning 📌 Decision Trees (ID3, Gini Index, C4.5, CART, Boolean Function Trees) 📌 Naive Bayes Classifier (Laplace Correction, Text Classification) 📌 K-Nearest Neighbors (KNN with various distance metrics) 📌 Linear & Logistic Regression (Simple, Multiple, Matrix Form) 📌 Support Vector Machines (SVM, Linear/Non-Linear, Kernel Methods) 📌 Neural Networks (Perceptron, Backpropagation, MLP, RBF, Activation Functions) 🔸 Unsupervised Learning 📊 K-Means Clustering (Standard, K-Means++, Bisecting K-Means) 📊 K-Medoids Clustering 📊 Hierarchical Clustering (Single, Average, Complete Linkage) 📊 DBSCAN, EM Algorithm, DIANA Clustering 📊 Dimensionality Reduction (PCA, SVD, KL Transform) 🔸 Ensemble & Advanced Methods 🌲 Random Forest 💡 Genetic Algorithms (Selection, Crossover, Mutation) 🔍 Bayesian Belief Networks 📈 Gradient Descent (Batch, Stochastic, Delta Rule) 🧪 Feature Selection (Wrapper, Filter, Embedded) 🔸 Other Key Concepts 🧠 Overfitting & Regularization (Lasso, Ridge, Elastic Net) 🎯 ROC Curve, Confusion Matrix, Accuracy, Precision, Recall, F1 Score 🔁 Distance Measures (Euclidean, Manhattan, Minkowski, Cosine, Hamming) 📊 Outlier Detection (IQR, Z-Score, SMOTE, NearMiss, Tomek Links) 🧾 Association Rules (Apriori, ECLAT) 🧮 Case-Based Reasoning, Candidate Elimination, Find-S 💬 TF-IDF, Sentiment Analysis, One-Hot Encoding --- 📝 Why this playlist? * Covers syllabus-relevant content for B.E., M.Tech, and competitive exams * Focused on conceptual clarity and hands-on problem solving * Great for quick revisions or full-length study 🔔 Subscribe and turn on notifications to stay updated!

Curated by: Mahesh Huddar (337 videos)

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Currently Playing: 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 6. https://youtu.be/fbKLx1pM-nA 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: ______________________________ 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 ******************************** 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

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Tracks in this Playlist

• 1. Decision Tree | ID3 Algorithm | Solved Numerical Example | by Mahesh Huddar
• 10. KNN Algorithm Solved Example Classify Maths=6, CS=8 K=3 Machine Learning by Vidya Mahesh Huddar
• 4. SVD Solved Example Singular Value Decomposition Numerical Machine Learning by Vidya Mahesh Huddar
• Euclidean Manhattan Minkowski Chebyshev Jaccard Distance & Cosine Similarity by Vidya Mahesh Huddar
• #2 Decision Tree Using Gini Index | Gini Index | Gini Impurity Machine Learning Vidya Mahesh Huddar
• 18.2 Defuzzification Methods Weighted Average Center of Sum Mean Max Membership Vidya Mahesh Huddar
• Markov Chain Numerical Example Step by Step Solution by Vidya Mahesh Huddar
• End to End Heart Disease Prediction with Flask App using Machine Learning by Mahesh Huddar
• Complete Linkage Hierarchical Clustering Agglomerative Clustering in ML by Vidya Mahesh Huddar
• Perceptron Learning NAND Gate | Update Weights Bais ANN in Machine Learning by Vidya Mahesh Huddar
• Single Linkage Hierarchical Clustering | Step-by-Step Solved Example | Agglomerative Clustering
• #2. Wards Clustering Solved Example | Hierarchical Clustering Linkage Clustering Vidya Mahesh Huddar
• Find Mahalanobis Distance | Mahalanobis Distance formula Solved Example in ML by Vidya Mahesh Huddar
• 1. Flajolet Martin Algorithm Example | FM Solved Example | Big Data Analytics by Vidya Mahesh Huddar
• 2. Fuzzy C Means Clustering Algorithm Solved Example Machine Learning DL by Vidya Mahesh Huddar
• End to End final year project for Detection of Humans in Fire with Flask Web App Vidya Mahesh Huddar
• Linear Regression Model Coefficient of Correlation in Machine Learning by Vidya Mahesh Huddar
• 2. DIANA Clustering Solved Example Divisive Analysis Clustering Solved Example by Vidya Mahesh Hudar
• 3. Principal Component Analysis Example | PCA Example Dimensionality Reduction Vidya Mahesh Huddar
• Linear Regression Numerical Example Linear Relationship Solved Example by Vidya Mahesh Huddar
• Term Frequency Inverse Document Frequency TFIDF Cosine Similarity Solved Example Vidya Mahesh Huddar
• Singular Value Decomposition SVD for Square Rectangular Matrix Solved Example by Vidya Mahesh Huddar
• End to End Pneumonia Detection Project with Flask App using Deep Learning by Mahesh Huddar
• Facial Expression Recognition using CNN Final Year Project Source code Deep Learning Mahesh Huddar
• Part 1: Plant Leaf Disease Prediction TensorFlow Keras CNN Streamlit Machine Learning Mahesh Huddar
• Multivariate Linear Regression Solved Example Multiple Regression in Machine Learning Mahesh Huddar
• 2. Multiple Linear Regression Solved Numerical Example in Machine Learning Data Mining Mahesh Huddar
• Linear Regression using Least Squares Method in Machine Learning Data mining and ML by Mahesh Huddar
• Complete Linkage Hierarchical Clustering using Agglomerative Method Machine Learning Mahesh Huddar
• Single Linkage Hierarchical Clustering using the Agglomerative Method Machine Learning Mahesh Huddar
• Vapnik Chervonenkis Dimension | VC Dimension | Solved Example in Machine Learning by Mahesh Huddar
• How to install Tensorflow GPU Cuda Toolkit and Keras in Anaconda Windows by Mahesh Huddar
• Backpropagation Solved Example - 4 | Backpropagation Algorithm in Neural Networks by Mahesh Huddar
• Introduction to Machine Learning Definition Examples Applications of ML Why so popular Mahesh Huddar
• What are the different Steps in designing and Implementing Machine Learning Model by Mahesh Huddar
• Feature Selection | Wrapper | Filter | Embeded Intrinsic Method in Machine Learning by Mahesh Huddar
• Forward Feature Selection Subset Selection Dimensionality Reduction Machine Learning Mahesh Huddar
• Backward Feature Selection | Feature Elimination | Dimensionality Reduction in ML by Mahesh Huddar
• Chi Square Test for Feature Selection Statistical Test in Machine Learning by Mahesh Huddar
• PCA Algorithm | Principal Component Analysis Algorithm | PCA in Machine Learning by Mahesh Huddar
• 1 Principal Component Analysis | PCA | Dimensionality Reduction in Machine Learning by Mahesh Huddar
• 2. Principle Component Analysis | PCA Solved Example | PCA Step-by-Step Solution by Mahesh Huddar
• Linear Discriminant Analysis | LDA | Fisher Discriminant Analysis | FDA Explained by Mahesh Huddar
• LDA Solved Example | Linear Discriminant Analysis | Fisher Discriminant Analysis by Mahesh Huddar
• SVD Singular Value Decomposition in Dimensionality Reduction in Machine Learning by Mahesh Huddar
• 2. SVD | Singular Value Decomposition | Dimensionality Reduction | Solved Example by Mahesh Huddar
• KL Transform | KL Transformation Matrix Solved Example Digital Image Processing Vidya Mahesh Huddar
• Types of Machine Learning Algorithms Supervised Unsupervised Reinforcement Learning by Mahesh Huddar
• What are the different Perspectives and Issues in Machine Learning by Mahesh Huddar
• Concept Learning Concept Space Hypothesis Space Distinct Hypothesis Space Machine Learning Mahesh
• FIND S Algorithm | Finding A Maximally Specific Hypothesis | Solved Example - 1 by Mahesh Huddar
• FIND S Algorithm | Finding A Maximally Specific Hypothesis | Solved Example - 2 by Mahesh Huddar
• 3. Find S Algorithm Solved Numerical Example to find Maximally Specific Hypothesis by Mahesh Huddar
• FIND S Algorithm | Unanswered Questions by Mahesh Huddar
• Consistent Hypothesis | Version Space | List Then Eliminate Algorithm by Mahesh Huddar
• Candidate Elimination Algorithm – Explained Machine Learning Data Mining Mahesh Huddar
• 1. Candidate Elimination Algorithm | Solved Example - 1 | Machine Learning by Mahesh Huddar
• 2. Candidate Elimination Algorithm | Solved Example - 2 | Machine Learning by Mahesh Huddar
• 3. Candidate Elimination Algorithm | Solved Example - 3 | Machine Learning by Mahesh Huddar
• 4 Candidate Elimination Algorithm Solved Numerical Example Malignant Tumors MRI Images Mahesh Huddar
• 5. Candidate Elimination Algorithm Solved Numerical Example to find Specific and Generic Hypothesis
• Remarks On Version Spaces And Candidate Elimination Algorithm Machine Learning Mahesh Huddar
• Inductive Bias Candidate Elimination Algorithm | Inductive System | Deductive System Mahesh Huddar
• Appropriate Problems for Decision Tree Learning Machine Learning Big Data Analytics by Mahesh Huddar
• 1. How to build a decision Tree for Boolean Function | Machine Learning by Mahesh Huddar
• 2. How to build a decision Tree for Boolean Function | Machine Learning by Mahesh Huddar mp4
• How to find the Entropy and Information Gain in Decision Tree Learning by Mahesh Huddar
• How to find the Entropy Given Probabilities decision Tree Learning Machine Learning by Mahesh Huddar
• Splitting Continuous Attribute using Gini Index in Decision Tree Machine Learning by Mahesh Huddar
• How to find Entropy Information Gain | Gini Index Splitting Attribute Decision Tree by Mahesh Huddar
• How to find Entropy | Information Gain | Gain in terms of Gini Index | Decision Tree Mahesh Huddar
• ID3 Decision tree Learning Algorithm | ID3 Algorithm | Decision Tree Algorithm Example Mahesh Huddar
• 2 Decision Tree | ID3 Algorithm | Solved Numerical Example by Mahesh Huddar
• 3 Decision Tree | ID3 Algorithm | Solved Numerical Example by Mahesh Huddar
• Issues in Decision Tree Learning | Machine Learning by Mahesh Huddar
• How to Avoid Overfitting in Decision Tree Learning | Machine Learning | Data Mining by Mahesh Huddar
• How to handle Continuous Valued Attributes in Decision Tree | Machine Learning by Mahesh Huddar
• ID3 Decision Tree Learning Inductive Bias | Inductive bias of ID3 | Occam's razor ID3 Mahesh Huddar
• How to find Gini of an Attribute | Gini Index or Overall Gini in Decision Tree by Mahesh Huddar
• ID3 Algorithm to Build Decision Tree Buys Computer Solved Example in Machine Learning Mahesh Huddar
• Build Decision Tree using Gini Index Solved Numerical Example Machine Learning by Dr. Mahesh Huddar
• How to Draw Decision Tree for Parity Function | Decision Tree for Boolean Function by Mahesh Huddar
• How to get Split Point of Continuous Valued Attribute using Entropy & Information Gain Mahesh Huddar
• Part 1 - Decision Tree using Greedy Approach – Solved Example in Machine Learning by Mahesh Huddar
• Part 2 - Decision Tree using Greedy Approach – Solved Example in Machine Learning by Mahesh Huddar
• How to build Decision Tree using C4.5 Algorithm | C4.5 Decision Tree Learning | C4.5 Mahesh Huddar
• Decision Tree using C4.5 Algorithm Solved Numerical Example | C4.5 Solved Example by Mahesh Huddar
• Classification and Regression Trees Decision Tree | CART Algorithm Solved Example by Mahesh Huddar
• Build Decision Tree using Regression Algorithm Solved Example in machine learning by Mahesh Huddar
• Regression Decision Tree Solved Example Regression Trees in Machine Learning by Mahesh Huddar
• CHAID Decision Tree Chi-Square Automatic Interaction Detection in Machine Learning by Mahesh Huddar
• Artificial Neural Networks | ANN | Appropriate Problems for ANN by Mahesh Huddar
• 1. Perceptron Training Rule for Linear Classification Artificial Neural Networks Machine Learning
• 2 AND 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 Rule to design XOR Logic Gate Solved Example ANN Machine Learning by Mahesh Huddar
• Perceptron Learning Algorithm Artificial Neural Network ANN Machine Learning by Mahehs Huddar
• How to Train Boolean AND Function using Perceptron Learning in ANN Machine Learning by Mahesh Huddar
• 1. Gradient Descent | Delta Rule | Delta Rule Derivation Nonlinearly Separable Data by Mahesh Huddar
• 2. Gradient Descent Algorithm and the Delta Rule for Non-Linearly Separable Data by Mahesh Huddar