APSSDC Multi-Skill Training Program

This repo contains the files created during the Multi Skill Training program. This training program divided into 3 parts:

1. Level-1 Productivity Enhancement tools
2. Level-2 Problem Solving using Python
3. Level-3 Machine Learning with Python

Level-3 Machine Learning with Python

Supervised Learning

1. Linear Regression Model Mathematically and using Sklearn
2. Linear Regression Model by Spliting the data using Sklearn
3. Multi Linear Regression on Fuel Consumption Dataset
4. Polynomial Regression on Random Values
5. Polynomial Regression on Boston Analysis
6. Multi Class classification using Logistic Regression on Iris Dataset
7. Binary Class classification using Logistic Regression on Titanic Dataset
8. Decision Trees on Birds dataaset
9. Random Forest Ensemble Classifier on Diabetes Dataset
10. SVC on Mushroom dataset

Unsupervised Learning

11. KMeans Clustering on iris Dataset
12. Hierarchical Clustering on mall_customers dataset
13. Dimensionality Reduction (PCA & LDA) on Diabetes dataset