Details
The course provides students with an appreciation of the uses of data mining software in solving business decision problems. Students will gain knowledge of theoretical background to several of the commonly used data mining techniques and will learn about the application of data mining as well as acquiring practical skills in the use of data mining algorithms.
Having the basic knowledge of Data Literacy would be beneficial. Suitable for everyone!
Outline
- Introduction: Machine Learning and Data Mining
- Supervised and Unsupervised learning techniques
- Machine Learning and Classification
- Classification: Logistic Regression, K-Nearest Neighbour
- Regression: Multiple Linear Regression
- Evaluation and Metrics
- Understanding and comparing model results
- Data Preparation for Knowledge Discovery
- Data Mining and Visualization
Module 5:
- Clustering
- Associations Rules
Established in 2017, Xaltius is a technology and data-driven company with the expertise to provide innovative solutions and training to customers around the globe. Headquartered in Singapore, Xaltius provides consulting, product development and training services in the areas of Data Engineering, Data Science, Big Data and Computer Vision.
Xaltius works with customers and partners from across the geographies. We have offices in countries outside of Singapore such as Indonesia, India, Middle East and the Philippines.
Below are among the courses that we offer:
1. Basics of Python and R Programming
2. Data Analytics with Excel, Python, Tableau, PowerBI
3. Machine and Deep Learning with Python
4. Big Data using Spark
5. Computer Vision using the latest technologies
6. Data Storytelling
7. Cloud Computing and others
A leading e-learning training provider with over 100,000 learners in more than 20 countries, Xaltius has over 30 data experts and 100+ trainers who create and deliver course curriculum, course materials, and in-house assessments. Our courses are delivered by subject matter experts from top MNCs, and our world-class pedagogy allows learners to quickly learn difficult topics. ...
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