Machine Learning using Python

Machine Learning using Python (Oplan CSE-1)

(29th April to 3rd May 2019)

At Chandigarh College of Engineering and Technology, Chandigarh

Contents:

Overview of Machine Learning and Applications

Advance Statistics, Probability Distribution, Naïve Bayes and Regression for Machine Learning (SKS)

Dimension Reduction, PCA, LDA, Tree Based Methods and Data Transformation Concepts

Overview of Data Analytics and Introduction to Python (Variables, operators, decision making)
Functions, loops and Data Structures

Anaconda Distribution and Jupyter setup and Python Programming for Machine Learning

Installation of Matplotlib, Tensorflow, Keras, Scikit and Essential Machine Learning Libraries

Medical Image Analysis using Machine Learning

Implementation of KNN, Logistic Regression, LDA and Gaussian Naïve Bayes

Implementation of Decision Tree, Random Forest, Gradient Boosting and SVM
Deep Learning

Transfer Learning and Fine Tuning of Deep Learning Models

Implementation of Transfer Learning and Fine Tuning of Deep Learning Models

Machine Learning Deployment in Hardware Using Micro Python