July 11, 2026
Machine Learning Foundations & Definitions
Machine Learning focuses on algorithms that allow computers to learn patterns directly from data without being explicitly programmed. [1] *...
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June 13, 2026
Unit 5: Dimensionality Reduction, Genetic Algorithms & Reinforcement Learning
Machine Learning Techniques (MCA556) From your syllabus. Dimensionality Reduction In Machine Learning, datasets may contain many feat...
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June 13, 2026
Unit 4: Decision Trees, CART, Ensemble Learning, Bagging, Boosting & Nearest Neighbour
Machine Learning Techniques (MCA556) From your syllabus. --- Learning with Trees Decision Trees are one of the most popular machine learni...
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June 13, 2026
Unit 3: Logistic Regression, SVM, Neural Networks & Deep Learning
Machine Learning Techniques (MCA556) From your syllabus. Supervised Learning In supervised learning: Input data is given Correct o...
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June 13, 2026
Unit 2: Evaluation Metrics, K-Means, Bayes Learning, Clustering & Feature Reduction
From your syllabus. Evaluation Metrics Evaluation metrics help us measure how good a machine learning model is. Confusion Matrix U...
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June 13, 2026
Unit 1: Introduction to Machine Learning
Subject: Machine Learning Techniques (MCA556) From your Semester III syllabus. --- What is Machine Learning? Machine Learning (ML) is a br...
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