Machine Learning Certification Training Course

Machine Learning is the next big technology and is expected to have wide impact on our lives in coming years. It is a technology to make computers to think like human beings, to make decision making based on facts and data.

Curriculum

Introduction To Python

• Python Datatypes,
• Data Structure
• Functions
• Looping Techniques
• Python Modules
• Python Packages
• Libraries
• Installing Pandas,Numpy,Scipy,Scikit,Matplotlib etc.

Introduction to Data Mining

• Stages of the Data Mining Process
• Data Mining Goals
• Information and Knowledge
• Advantages in Data Mining
• Related technologies – Machine Learning, DBMS, OLAP, Statistics
• Data Mining Techniques
• Role of Data Mining in Various Field like Artificial Intelligence and Internet of Things Data Structure
• Functions
• Looping Techniques
• Python Modules
• Python Packages
• Libraries
• Installing Pandas,Numpy,Scipy,Scikit,Matplotlib etc.

Machine Learning

• Supervised & Unsupervised Learning
• Regression Analysis
• Linear Regression and Logistic Regression
• Classification
• Prediction
• Bayesian Classification Models
• Association rules
• Neural Networks
• Perceptron
• MLP
• SVM

Hands On Project

• Modelling Regression Analysis
• Creating a Clustering Model
• Loan Prediction Problem
• Working on Iris Data Set
• Titanic Data
• Boston Housing Data Set
• Predict Stock Prices
• Classifying MNIST digits using Logistic Regression
• Intrusion Detection using Decision
• CIFAR Data set
• ImageNet Data Set
• Credit Risk Analytics using SVM in Python