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IPR notes

on December 18, 2025

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https://drive.google.com/file/d/1MN8ZfZTXxtu8xyU6gHkDyxECRwGP5qra/view?usp=sharing https://drive.google.com/file/d/16iw2_kHol6XmA6KRpqQTs2bTDOBSc-tv/view?usp=sharing

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2-2 PYQ

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https://drive.google.com/file/d/1MGidbOcZ1bN0ENlJiYKGHCPc0H5zfWMP/view?usp=drivesdk https://drive.google.com/file/d/1r1ovdsMNIwelZxvnCw1aXTREt7Az9c-u/view?usp=sharing This Machine Learning Lab Manual (R22CSM3126) for III Year - II Semester focuses on practical implementation of fundamental machine learning algorithms using Python. The experiments cover classification, clustering, regression, and the workings of neural networks and evolutionary algorithms. Students learn to apply Bayes' rule for probabilistic classification, implement k-nearest neighbors (KNN) for non-parametric classification, and use k-means for clustering. They also gain experience with linear regression and text classification using the Naïve Bayes theorem. More advanced topics include the significance of genetic algorithms and the implementation of the Back-propagation algorithm for training Artificial Neural Networks. The manual also includes additional programs like the FIND-S and Candidate Eliminati...

CN Lab Manual

https://docs.google.com/document/d/1KTe2itmlrOKaE4mx6ITCQvASmndhtuiZ/edit?usp=drivesdk&ouid=109321955682300810525&rtpof=true&sd=true Welcome to the latest study material for Computer Networks (CN) . This PDF covers the complete Lab Manual (R22CSE3126) , focusing on Network Protocols and NS2 Simulations for CSIT students." [Section 1: What is Inside These Notes?] This document is the updated Computer Networks Lab Manual for the Academic Year 2025-26. It bridges the gap between theory and practice by providing C programs for fundamental networking concepts. Additionally, it includes detailed instructions for using modern network simulation tools like NS2 and Wireshark. Whether you need to implement routing algorithms or analyze packet traffic, this manual covers the practical aspects required for the B.Tech III Year curriculum.

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