Machine Learning

Topic outline

• 20CS3602-MACHINE LEARNING(S1,S2,S3)
  
  

  20CS3602-MACHINE LEARNING(S1,S2,S3)

  • Announcements Forum
  • Academic Calendar File
  • Dr. GLK Individual TT(2023-24)SEM-II (S1) File
  • YS Individual TT(2023-24)SEM-II (S2) File
  • Dr. US Individual TT(2023-24)SEM-II (S3) File
• Syllabus, Micro Syllabus, Model Paper
  
  

  Syllabus, Micro Syllabus, Model Paper

  • Syllabus File
  • Micro Syllabus File
  • Model Paper File
• Lesson Plan and Strength of Correlation
  
  

  Lesson Plan and Strength of Correlation

  • Lesson Plan File
  • Strength of Correlation File
• Lecture Notes(UNIT-I)
  
  

  Lecture Notes(UNIT-I)

  • Machine Learning Introduction File
  • Wellposed formulas and Designing a Learning System File
  • Machine Learning Applications File
  • Perspectives & Issues in ML File
• Lecture Notes(UNIT-II)
  
  

  Lecture Notes(UNIT-II)

  • ANN Introduction & Appropriate problems in ANN File
  • Perceptrons& Perceptron Training Rule File
  • Multilayer N/W & Back Propagation Algorithm File
• Lecture Notes(UNIT-III)
  
  

  Lecture Notes(UNIT-III)

  • Bayes Learning(Naive Bayes Theorem) File
  • Evaluating Hypothesis File
  • Measuring Classifier Accuracy File
  • Ensemble Methods File
• Lecture Notes(UNIT-IV)
  
  

  Lecture Notes(UNIT-IV)

  • Support Vector Machine(Linearly Seperable) File
  • Support Vector Machine(Non Linearly Seperable) File
  • Instance based Learning(K- Nearest Neighbor Algorithm) File
  • Case based Reasoning File
  • SVM Example Problems File
  • Weighted KNN Example Problems File
• Lecture Notes(UNIT-V)
  
  

  Lecture Notes(UNIT-V)

  • Unsupervised Learning(Cluster Analysis) File
  • Hierarchical Methods File
  • Density based methods File
  • Grid based Methods File
  • Measuring Clustering Quality File
• Question Bank
  
  

  Question Bank

  • ML Question Bank File
• Descriptive and Objective Exam Papers
  
  

  Descriptive and Objective Exam Papers

  • Descriptive-I File
  • Objective-I File
  • Descriptive-II File
  • Objective-II File
• Assignment Questions
  
  

  Assignment Questions

  • Assignment-1 File
  • Assignment-II File
• Machine Learning Puzzles
  
  

  Machine Learning Puzzles

  • ML Puzzles File
• ML Scheme of Evaluation(2023-24) SEM-II
  
  

  ML Scheme of Evaluation(2023-24) SEM-II