Data Mining : Concepts and Techniques
Learn the Methods and Techniques to Extract Information from Data, and generate useful Predictions, with Weka / Python / R
Classes : 60 Days : 6 months Duration : Weekdays / Weekends
Data Mining (aka KDD, Knowledge Discovery in Data) is the key to unlocking the true potential of data. It transforms raw information into actionable knowledge, enabling individuals and organizations to navigate the complexities of the modern world with greater intelligence and foresight.
One of the Top 10 technologies to watch, as per Gartner. The world is generating and collecting enormous amounts of data every second. Raw data, however, is just noise without analysis. Data mining provides the techniques and tools to sift through this chaos, identify patterns, trends, and anomalies, and extract truly useful information.
One of the most significant aspects of data mining is its ability to enable predictive analytics. By analyzing historical data, data mining models can forecast future trends, anticipate customer behavior, predict market demand, and identify potential risks. This foresight allows organizations to be proactive, seize emerging opportunities, and mitigate threats before they become costly problems.
Course Format:
The course will be delivered through a combination of lectures, interactive discussions, case studies, and practical exercises.
-Participants will have access to online resources, including reading materials and videos.
-Guest speakers from the industry may be invited to share insights and experiences.
-Regular assessments and quizzes will be conducted to reinforce learning.
Trainers:
Equipped with a multidisciplinary background, Experts from the field of Maths, Financial Markets, Data Science and Management, each with over 25 years of International experience working in EU/US/Australia
Who this training is for:
- Engineers and Managers
- Under-Graduate Students
- Post-Graduate Students
- Govt officers and Executives who need Data Mining upskilling
- Domain experts who want to develop an overall understanding of Data Mining
- Managers who need to understand how they can link data to business value through data mining
- Anyone who wants to understand the fundamentals of Data Mining
- Students who want to add Data Mining capabilities to their curricular
This course structure balances theoretical understanding with practical application, preparing students for real-world data mining challenges.
By the end of this training, participants will be able to:
- Understand and apply the core concepts of data mining
- Gain proficiency in data mining methodologies and tools
- Develop problem-solving and data patterns skills using data mining methods
- Learn to manipulate, analyze, and visualize data effectively
- Apply data mining techniques to real-world problems
To get the maximum benefit from the training, we expect that candidates are familiar with :-
-Mathematical concepts of Probability, Linear Algebra, and Calculus-Basic Programming and Basic Statistics Skills are Mandatory
-Basic RDBMS concepts
-You have a genuine interest to learn the subject
✔ Introduction to Data Mining
✔ Data Mining Process
✔ Intro Machine Learning and Statistics
✔ Intro to Weka / Python / R
✔ Algorithms
✔ Linear Models
✔ Decision Trees
✔ Cluster Analysis
✔ Classification Rules
✔ Association Rules
✔ Outlier Detection
✔ Mining Association Rules
✔ Hyperparameter selection
✔ Comparing Data Mining Schemes
✔ Counting the Cost
✔ MDL Principle
✔ Time series forcasting
✔ Incremental classifiers
✔ MOA System
✔ Common pitfalls in Data Mining
✔ Data Mining Trends
✔ Data Mining Best Practices
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Student Reviews
Bhawana
Fabulous NLP + ML course
I have eleven plus years of experience taking training courses. I do not usually complete surveys.
Your instructor was excellent, the best I've experienced on a software subject, and I couldn't imagine him doing a better job of seamlessly walking students through a breadth of information for such complex subject like AI and ML. he did a fabulous job pacing everything and addressing student questions. I am very impressed.
Harish
Excellent ML course!
The course was well structured and easy to understand. Good pace of learning.
The institute believes to provide knowledge as well as guidance in detail to each & every student.
I completed my ML course from the institute. Their international exp does help a lot !
Thanks for the training sir.