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)

---

Currently Playing: 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? ******************************** 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

---

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