Data Mining with Orange

Module 1 Prerequisite of Data and Text Mining

• Overview of Data Mining
• Overview of Text Mining
• Install Orange

Module 2: Data Manipulation

• Import/Export Data
• Select Data
• Missing Data
• Joining Data
• Data Reduction
• Visualize Data

Module 3: Clustering

• What is Clustering
• Clustering Algorithms
• Clustering with Orange

Module 4: Classification

• What is Classification
• Classification Algorithms
• Classification with Orange
• Image Classification

Module 5: Anomaly Detection

• What is Anomaly Detection
• Anomaly Detection Methodology
• Anomlay Detection with Orange
• Time Series Anomaly

Module 6: Association Analysis

• What is Association Analysis
• Association Analysis Methodology
• Association Analysis with Orange

Module 7: Regression Analysis

• What is Regression
• Regression Algorithm
• Regression with Orange

Module 8: Sequential Pattern Analysis

• What is Sequential Pattern Analysis
• Sequential Pattern Analysis with Orange
• Time Series Analysis

Module 9: Text Mining

• What is Text Mining
• Text Mining Algorithms
• Text Mining with Orange

• Python programmers that want to learn networking
• Network engineers using Python

Dr. Aanand is a Full Stack Data Scientist who once had a torrid love affair with Physics. He has consulted and published in the area of Public Health, Electricity Markets, Telecom, BFSI, Advertising & Communication Strategies and Digital & Social Media Technologies. He has worked on assignments with international agencies such as International Monetary Fund, World Bank, Royal Netherland Embassy etc. besides MNCs like Tata Consultancy Services, Kie Square Consulting and several government organizations of national importance. He regularly conducts general training programs in Python (Pandas, NumPy, SciPy, Matplotlib, Bokeh), R (dplyr, rstanarm, knitR, ggplot2), Data Visualization (Tableau, D3.js) and Machine Learning (Reinforced Learning, Scikit Learn) and specialized training programs on Structural Equation Modeling and SAP Hana. He holds a doctorate in Operations Research from Indian Institute of Management Ahmedabad and a post-graduate in Physics from the University of Mumbai. He has advanced training in mathematical programming including optimization, advanced multivariate data analysis, and simulation techniques. When he is not teaching or consulting he can be found meditating or heading for an adventurous trek.