SPPU COMP SEM7 BE -> PICT

This repository hosts the assignments for the Bachelor of Engineering (BE) program at PICT (Pune Institute of Computer Technology) for the 7th semester. The assignments span three main subjects: Machine Learning (ML), Design and Analysis of Algorithms (DAA), and Blockchain Technology (BT)

Assignments

1. ML (Machine Learning)

• Assignment 1: Data Preprocessing
  • Techniques for handling missing data, encoding categorical data, and feature scaling.
  • Implementing these techniques using Python libraries such as Pandas and Scikit-learn.
• Assignment 2: Regression Models
  • Linear Regression and Polynomial Regression
  • Implementing and comparing different regression models.
• Assignment 3: Classification Models
  • Logistic Regression, SVM, and Decision Trees
  • Building and evaluating classification models.
• Assignment 4: Clustering
  • K-Means Clustering and Hierarchical Clustering
  • Applying clustering techniques to datasets.

2. DAA (Design and Analysis of Algorithms)

• Assignment 1: Sorting Algorithms
  • Implementing and analyzing various sorting algorithms like Quick Sort, Merge Sort, and Heap Sort.
• Assignment 2: Graph Algorithms
  • Algorithms for graph traversal (BFS, DFS)
  • Shortest path algorithms like Dijkstra’s and Floyd-Warshall.
• Assignment 3: Dynamic Programming
  • Solving optimization problems using dynamic programming.
• Assignment 4: Greedy Algorithms
  • Implementing and analyzing greedy algorithms for problems like Knapsack, Huffman Coding, etc.

3. BT (Blockchain Technology)

• Assignment 1: Introduction to Blockchain
  • Basics of blockchain technology
  • Implementing a simple blockchain in Python.
• Assignment 2: Smart Contracts
  • Writing and deploying smart contracts using Solidity on Ethereum.
• Assignment 3: Consensus Algorithms
  • Understanding and implementing consensus algorithms like Proof of Work (PoW) and Proof of Stake (PoS).
• Assignment 4: Blockchain Applications
  • Exploring real-world applications of blockchain technology.