Mumbai University

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These are clear, exam-oriented handwritten notes on “Disinfectants” (Microbiology – Unit 3), specially prepared for B.Pharmacy students. The notes cover both theory and practical evaluation tests in a simple, structured manner, making them ideal for semester exams, viva preparation, and last-minute revision. What’s Included Difference between bactericidal and bacteriostatic agents Definition of disinfectant and disinfection Evaluation tests of disinfectants, including: Serial (tub...

Stop drowning in textbooks! This guide is designed for the student who needs to master Data Structures & Algorithms in record time. I’ve condensed a full semester of complex lectures into high-impact, easy-to-digest notes that actually make sense. Why these notes? Visual Logic: Diagrams for Linked Lists, Trees, and Graphs (perfect for visual learners). Big O Cheat Sheet: Time & Space complexity for every major algorithm at a glance. Solved Patterns: Focuses on the most repeated ...

Comprehensive step-by-step Python machine learning code tutorial for fraud detection implementation. [Subject: Machine Learning Subject Code: CS401 Mumbai University]. This practical guide covers the complete ML pipeline in 12 detailed steps: importing essential libraries (numpy, pandas, matplotlib, seaborn), loading and exploring datasets, handling missing values, encoding categorical variables, feature and target selection, train-test data splitting, training Decision Tree and Random Forest c...

These notes are prepared as per the Mumbai University TYBMS Semester VI syllabus for the subject Consumer and Corporate Public Relations (CCPR). The document is exam-oriented, clearly structured, and written in simple language to help students understand concepts quickly and revise effectively before exams. This PDF includes: Clear definitions and explanations Point-wise answers suitable for exams Important theoretical concepts Examples for better understanding Neatly format...

What this is This is a proof-first set of handwritten notes on greedy algorithms. Most resources teach which greedy rule to apply. These notes focus on why the rule is correct. Every major greedy pattern is accompanied by: the exact greedy rule the correctness argument (exchange / invariant / cut) formal reasoning where it matters common failure boundaries This is not a beginner cheat sheet. It is meant for programmers who want clarity and correctnes...

Struggling with energy conservation concepts? Our class notes on Lighting Installation, Electrical Machines, and Transformers simplify everything you need to know! Learn how to save energy, optimize systems, and ace your exams—all in one place. Get these easy-to-understand notes now and stay ahead of the curve!

Panic, Anxiety, Obsessions and Their Disorders," provides a detailed psychological and abnormal psychology-based examination of fear, panic, and anxiety, and their pathological manifestations. The document thoroughly distinguishes between fear—the adaptive, immediate "fight-or-flight" response to a clear and present danger—and anxiety—the focus on uncertain, future danger. A key concept introduced is the panic attack, which is defined as an intense, unprovoked fear reaction that i...

Somatic Symptom and Dissociative Disorders", focused on two categories of psychological conditions as defined by the DSM-5: ​Somatic Symptom Disorders: ​It explains the major changes in the DSM-5, specifically the consolidation of older diagnoses (like hypochondriasis, somatization disorder, and pain disorder) into the single Somatic Symptom Disorder. ​It emphasizes the shift in diagnostic focus from proving a lack of medical cause to assessing the individual's excessive and unhea...

This document provides a complete, chapter-wise breakdown of the subject Fundamentals of Digital Computing / Information Technology. It includes detailed explanations of core concepts such as number systems, logic gates, Boolean algebra, computer organization, software types, memory systems, networking fundamentals, cybersecurity, data representation, databases, and emerging technologies. Each chapter is written in a structured, easy-to-understand format designed to help students grasp theoretic...