23CSS1-PYTHON PROGRAMMING

UNIT-5 :Introduction to Data Science: Functional Programming, JSON and XML in Python, NumPy with Python, Pandas.

• NumPy Material

• Pandas Material

• Matplot lib Material

• Experiments --- Programs on Numpy, Pandas, Matplot lib

Role of UML in Software Industry

•  Role of UML in Software Industry

Certifications & FDP (2026)

•  Agentic AI - FDP at ANU, Guntur Certificate

23AM01-Machine Learning

 UNIT-3: 

• Models Based on Decision Trees PPT             Notes
• Decision Trees for Classification, Impurity Measures, Properties, Regression Based on Decision Trees, Bias–Variance Trade-off, Random Forests for Classification and Regression. The Bayes Classifier: Introduction to the Bayes Classifier, Bayes’ Rule and Inference, The Bayes Classifier and its Optimality, Multi-Class Classification, Class Conditional Independence and Naive Bayes Classifier (NBC)            

 UNIT-4:

• Linear Discriminants for Machine Learning:         Notes
• Introduction to Linear Discriminants, Linear Discriminants for Classification, Perceptron Classifier, Perceptron Learning Algorithm, Support Vector Machines, Linearly Non-Separable Case, Non-linear SVM, Kernel Trick, Logistic Regression, Linear Regression, Multi-Layer Perceptron's (MLPs), Backpropagation for Training an MLP. 

 UNIT-5: