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:

 UNIT-5: 

23AM01----Machine Learning

Previous Question papers:

• 8th May 2025 - 23AM01_Machine Learning

 Text Books :

1. “Machine Learning Theory and Practice”, M N Murthy,  V S Ananthanarayana, Universities Press (India), 2024.
2. Tom M. Mitchell, “Machine Learning’, MGH, 2017.

UNIT-1

• Introduction to Machine Learning

UNIT-2

• Nearest Neighbor-Based Models

CERTIFICATIONS (2025)

Global Certifications:

1. NVIDIA CERTIFATE on "Fundamentals of DEEP LEARNING"
2. Oracle Cloud Infrastructure 2025 Certified AI Foundations Associate (27th October 2025)
3. Oracle Cloud Infrastructure 2025 Certified Generative AI Professional   (28th October 2025)

NPTEL CERTIFICATION

1. NPTEL IIOT_NOV 2025
2. NPTEL IIOT_FDP_NOV_2025
3. FDP  On "Deep Learning Architectures and Applications”, by VIT AP 13th – 18th November 2025.

 Reviewer Certificates 2025

• Springer Reviewer Certificate Journal 17th Nov 2025

R & D  Publication 2025-2026Integration of MobileNetV2 for Efficient Prediction of Coffee Leaf Disease in Precision Agriculture

• Integration of MobileNetV2 for Efficient Prediction of Coffee Leaf Disease in Precision Agriculture | Springer Nature Link   9th July 2025

AWARDS- SATULURI NAGANJANEYULU

Awards Received 

• Instructor 5 Years of Service (CISCO)  13th  August 2025
• Instructor Excellence Advanced Level Award  CISCO 29th March 2021

23AD02-ARTIFICIAL INTELLIGENCE

 Text Books:

• "Artificial Intelligence :  A Modern Approach" Stuart Russel    
• Kevin Night and Elaine Rich, Nair B., “Artificial Intelligence (SIE)”, Mc Graw Hill      

 

 

 

UNIT-2 

• Informed Search        Best First Search   and A* Algorithm 
• A*  Algorithm Example                       A* History
• Problem Reduction
• Game Playing                                       
• Mini Max Algorithm

UNIT-3

• Knowledge Representation Issues
• Knowledge Representation
• Knowledge Representation Explanation 
• Semantic Nets , Inheritance 
• Constraint propagation
• KR Rules

UNIT-4

• First Order Predicate Logic (FOL) 

Research Publication of IEEE Transactions

• Optimized Attention Induced Multi Head Convolutional Neural Network for Intrusion Detection Systems in Vehicular Ad Hoc Networks (IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS)  with impact factor 7.9  DOI: 10.1109/TITS.2025.3561545        Web of science journal information

Research Publications

 Academic Year : 2024-2025

• Rat swarm political optimizer based deep learning approach for lung lobesegmentation and lung cancer detection using CT images      (ELSEVIER-Impact factor : 4.9)

• An optimised CNN-stacked LSTM neural network model for predicting stock market time-series data     ( Inderscience -March 2025 - Impact Factor : 0.8 )    Published Online:March 17, 2025   pp 196-224  https://doi.org/10.1504/IJCEE.2025.145022

 Academic Year : 2023-2024

• Enhancing stock market forecasting using sequential training network empowered by tunicate swarm optimization

• Stock Market Investment Strategy UsingDeep-Q-Learning Network  
• “Stock Market Investment Strategy Using Deep-Q-Learning Network” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligencand Lecture Notes in Bioinformatics) 2023, 14078 LNAI, pp. 484–495  (First Online: 24 June 2023)  https://doi.org/10.1007/978-3-031-36402-0_45

   

  
  
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FDP ATTENDED  : 2024-2025

• DATA SCIENCE USING PYTHON