Code Free Data Science
Beginner
Online
4 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 2421 | yes | Coursera |
The Syllabus
Videos
- Welcome to the Code Free Data Science Class
- Welcome to Module 1
- First Joke
- Big Data Characteristics and Applications
- Big Data Applications
- Big Data Analytics
- Introduction to Data Mining
Readings
- Big Data Impact and Challanges
- Big Data Analytics: Applications, Prospects and Challenges
- 10 signs of Data Science Maturity
- NIST Big Data interoperability Framework (NBDIF)
Practice Exercises
- Big Data Quiz
- Module 1 quiz
Videos
- Welcome to Module 2
- Module 2 Joke
- Introduction to KNIME Analytics Platform
- Install KNIME Analytics Platform
- Exploring KNIME Workspace
- Creating new workflows in KNIME
- My First KNIME Workflow Exercise
- Node Operations in KNIME
- Data Types and Formats in KNIME
- Creating Analytics Workflow in KNIME
Readings
- KNIME Analytics Platform Web site link
- Download KNIME
- KNIME Installation Guide
- KNIME getting Started
- KNIME workbench guide
- Example Workflows
- KNIME Whitepaper
- adult.csv data set
- KNIME Book Chapter 1
- Autos Data Set
- Iris.csv data
Practice Exercises
- Install KNIME Quiz
- Exploring KNIME
- Node Operations Quiz
- Filtering Data Quiz
- Filtering Workflow Assignment
Videos
- Intro to Module 3
- Intro to Data Manipulation in KNIME
- Rule Engine
- String Manipulation
- String Replacer
- String Splitting and Column Combining
- Column Resorter
- Type Conversions
- Database Operations
- Scatterplot
- Color Manager in KNIME
- Line Plot
- Parallel Coordinate Plot
- Bar Charts
Practice Exercises
- Rule Engine Quiz
- Module 3 Assignment
Videos
- Welcome to Module 4
- Module 4 Joke
- Introduction to Data Science
- Introduction to Decision Tree Induction
- Building Decision Tree Model in KNIME
- Decision Tree Workflow
- Intro to K-means Clustering
- K-means Clustering In KNIME
Readings
- Decision Tree Reading
- Decision Trees Examples in KNIME
- Book Chapter on Clustering
Practice Exercises
- Decision Trees Quiz
- Decision Tree Assignment
- Clustering Assignment