Data Mining with Weka
Goal
To gain hands on experience with basic data mining using Weka
To be able to create predictive models using Weka
Audience
Data analysts seeking to advance their analytics capabilities
Pre-req's
Basic knowledge of statistics
Experience in data analysis
Course Content
Topics Covered:
- Intro to Predictive Analytics
- Current State of Predictive Analytics
- Real Life Examples
- Ethics
- Models + Their Use
- Linear Regression
- Naive Bayes
- Decision Trees
- Logistic Regression
- K-Means Clusterings
- Data Mining Process
- Gathering and Cleaning Data
- Modeling
- Evaluating
- Deploying
- Using Weka
- Pre-processing Data
- Classifying Data
- Evaluating Data
Recommended Format:
-
2 days
Day 1:
General overview of concepts, algorithms, use cases-
Day 2:
Hands on practice