Course Details
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
Who Should Attend
- Python programmers that want to learn networking
- Network engineers using Python
Prerequisite
Trainers
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 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.
Amir Othman is a software engineer by profession. Being educated in Bauhaus Universität Weimar and Hochschule Ulm, he brings experiences from different facades of the world.
With expertise in web technology, natural language processing and machine learning, he is a freelance data scientist. Some of his works include two international news aggregator
www.kronologimalaysia.com and www.diezeitachse.de
He also holds an impressive port folio for data visualizations, primarily focusing on web based techniques.