ML-S1(24-25 Sem-2)

Topic outline

• Machine Learning(20CS3602-PVP20) Section-I
  
  

  Machine Learning(20CS3602-PVP20) Section-I

  • Announcements Forum
  • Academic Calendar File
  • GLK-Individual TT File
• Syllabus, Micro Syllabus, Strength of Correlation, Justification
  
  

  Syllabus, Micro Syllabus, Strength of Correlation, Justification

  • Syllabus File
  • Micro Syllabus File
  • Strength of Correlation File
  • Justification File
• Lesson Plan-S1
  
  

  Lesson Plan-S1

  • ML Lesson Plan File
• Question Bank, Model Paper
  
  

  Question Bank, Model Paper

  • Question Bank File
  • Model Paper File
• UNIT-I: Introduction & Decision Tree Learning
  
  

  UNIT-I: Introduction & Decision Tree Learning

  • Machine Learning Introduction File
  • Well posed & Designing a Learning System File
  • Perspectives & Issues in ML File
  • Applications of ML File
  • Decision Tree Problems File
  • Decision Tree File
• UNIT-II: Artificial Neural Networks
  
  

  UNIT-II: Artificial Neural Networks

  • ANN Introduction File
  • Appropriate Problems in NN Learning File
  • Perceptron and Its Training Rule File
  • Multilayer Perceptron & Back Propagation Algorithm File
• UNIT-III: Bayesian Learning & Evaluating Hypothesis
  
  

  UNIT-III: Bayesian Learning & Evaluating Hypothesis

  • Introduction to Bayes Theorem : naive bayes theorem File
  • Evaluating Hypothesis File
  • Measuring Classifier Accuracy File
  • Ensemble Methods File
• UNIT-IV: Support Vector Machine & Instance based Learning
  
  

  UNIT-IV: Support Vector Machine & Instance based Learning

  • Support Vector Machine-Linear Seperable Problem File
  • Support Vector Machine(Non Linearly Seperable Problem) File
  • SVM Problems File
  • Instance Based Learning-K Nearest Neighbour Algorithm File
  • Weighted KNN Problems File
  • Case based Reasoning File
• UNIT-V : Unsupervised Learning
  
  

  UNIT-V : Unsupervised Learning

  • Introduction to Partition based Methods File
  • Hierarchical Clustering File
  • DBSCAN Algorithm File
  • Grid Based Clustering-STING File
  • Cluster Evaluation Measures File
• Internal Exam Papers(MID & Objective)
  
  

  Internal Exam Papers(MID & Objective)

  • Descriptive-I File
  • Objective-I File
  • Descriptive-II File
  • Objective-II File
• Internal Exam Question Papers Schemes
  
  

  Internal Exam Question Papers Schemes

  • Descriptive-I Scheme File
  • Descriptive-II Scheme File
• Previous Exam Question Papers
  
  

  Previous Exam Question Papers

  • A.Y: 2023-24 File
  • A.Y: 2022-23 File
  • A.Y : 2021-22 File
• ML Puzzles
  
  

  ML Puzzles

  • ML Puzzles File
• External Exam Question Papers with Scheme
  
  

  External Exam Question Papers with Scheme

  • External Exam Answer Paper( Scheme(2024-25) File
  • External Exam paper Short Scheme(20242-25) File