nie-ml-labs 1.0.0

BIS602 Machine Learning Lab Programs - NIE Mysuru (4NI23IS104)

NIE ML Labs (nie-ml-labs)

BIS602 Machine Learning Lab Programs
4NI23IS104 | The National Institute of Engineering, Mysuru (VTU)

Install

pip install nie-ml-labs

Or install locally (editable):

git clone <your-repo-url>
cd nie_ml_labs
pip install -e .

Usage

import nie_ml_labs

# Lab 1 - ADALINE
from nie_ml_labs import Adaline
import numpy as np
m = Adaline(lr=0.01, epochs=10)
m.fit(np.array([[1,2],[2,3]]), np.array([1,0]))

# Run any lab demo directly
from nie_ml_labs import lab1, lab2, lab3, lab4, lab5, lab6, lab7

lab1.run()   # ADALINE demo
lab2.run()   # FIND-S
lab3.run()   # Candidate Elimination
lab4.run()   # Decision Tree
lab5.run()   # Naive Bayes (Gaussian)
lab6.run()   # Naive Bayes (Sentiment)
lab7.run()   # Bayesian Network

# Use your own CSV
lab4.run(csv_path="path/to/your/data.csv")

# Lab 6 with custom sentences
lab6.run(test_sentences=["This is great", "Horrible experience"])

Labs

Lab	Algorithm
lab1	ADALINE
lab2	FIND-S
lab3	Candidate Elimination
lab4	Decision Tree (ID3/Entropy)
lab5	Naive Bayes — Gaussian
lab6	Naive Bayes — Text/Sentiment
lab7	Bayesian Network (Heart Disease)