Recommendation Systems, Similarity Metrics & Graph Algorithms
Design Recommendation System — Collaborative Filtering
124. Design recommendation system using collaborative filtering (movie streaming) (10 marks — 10 points)
Input: users, movies, ratings → construct utility matrix.
Step 1: Compute similarity between users (user-based) or movies (item-based).
Step 2: Identify nearest neighbors using cosine or Pearson similarity.
Step 3: Predict ratings for unseen movies via a weighted average of neighbors’ ratings.
Step 4: Recommend top-N movies with the highest
Java Architecture: MVC, JDBC, RMI, and SQL Essentials
MVC Design Pattern
MVC is a design pattern that divides an application into three interconnected components to separate concerns, improve maintainability, and support scalable development.
Components of MVC
- 1. Model: Represents business logic and data. It performs calculations, validations, and database operations. It is independent of the UI. Example: A Java class handling data.
- 2. View: Represents the user interface (UI). It displays data from the Model and contains no business logic. Example: Swing
Natural Language Processing (NLP): Definitions, Applications & Techniques
NLP — Definition & Applications
Natural Language Processing (NLP) is a branch of Artificial Intelligence (AI) that enables computers to understand, analyze, and generate human language (text or speech). NLP serves as a bridge between human language and computer language.
Applications of NLP (Explain Any Four)
1. Machine Translation
Machine translation automatically converts text from one language to another using NLP techniques.
Example: Google Translate
Use: Helps people communicate across languages.
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Read MorePGP Compression, Steganography & Network Security Tools
PGP Compression (Ultra-Compact Answer)
PGP performs compression before encryption to reduce message size and improve security. Compression removes redundancy so encrypted output becomes smaller, faster to transmit, and harder to analyze because repeated patterns disappear. The most commonly used algorithm is ZIP (LZ77-based) inside PGP. The process is: Message → Compression → Encryption → Transmission → Decryption → Decompression. Compression helps hide patterns in plaintext, making cryptanalysis
Read MoreJava Stack Implementation Using Arrays
This implementation demonstrates how to create a Stack data structure using an array in Java. A stack follows the Last-In-First-Out (LIFO) principle.
The Stack Class
class Stack {
private int top; // Represents the index position of the topmost element in the stack
private int maxSize; // Represents the maximum number of elements that can be stored in the stack
private int[] arr;
Stack(int maxSize) {
this.top = -1; // Top is -1 when the stack is created
this.maxSize = maxSize;