Are you looking for Best Data Mining Courses and Certificate Programs? but unable to find a good one, then read the full article. I have listed some of the Best Data Mining Courses and Certificate Programs after filtering out hundreds of courses. So, give your few minutes to this article and find out the Best Data Mining course.
In a Hurry?… Jump directly to the Courses here
Data Mining is used in various fields such as understanding consumer research marketing, product analysis, demand and supply analysis, e-commerce, health industry, FMCG industry, investment trend in stocks & real estates, telecommunications, and so on.
In short Data Mining has great value in today’s highly competitive business environment. So if you want to learn Data Mining, then stay with me till the end of this article. And I will help you to find the Best Data Mining Course for you.
Before we dive into the courses, let me tell you, on what criteria these courses are “Best Data Mining Courses and Certificate Programs“-
Criteria-
- Rating of these Courses.
- Coverage of Topics.
- Engaging trainer and Interesting lectures.
- Number of Students Benefitted.
- Good Reviews from various aggregators and forums.
Now without further delay, let’s get started-
Best Data Mining Courses and Certificate Programs
Courses List-
1. Data Mining Specialization– Coursera
Rating- 4.5/5
Provider- University of Illinois at Urbana-Champaign
Time to Complete- 8 months (If you spend 4 hours per week).
This is a good specialization program for you if you want to get an in-depth understanding of Data Mining Concepts. In this specialization program, you will learn data mining techniques for both structured data and unstructured data which exist in the form of natural language text.
This Specialization program is a 6 Course series. Let’s see the included courses-
Courses List-
- Data Visualization
- Text Retrieval and Search Engines
- Text Mining and Analytics
- Pattern Discovery in Data Mining
- Cluster Analysis in Data Mining
- Data Mining Project
Now, let’s see what skills you will gain after completing this program-
Skills Gain-
- Data Clustering Algorithms
- Text Mining
- Data Visualization (DataViz)
- Data Mining
- Data Visualization Software
- Tableau Software
- Data Virtualization
- Information Retrieval (IR)
- Document Retrieval
- Machine Learning
- Recommender Systems
- Probabilistic Models
Extra Benefits-
- You will get a Shareable Certificate and Course Certificates upon completion.
- Along with that, you will get Course Videos & Readings, Practice Quizzes, Graded Assignments with Peer Feedback, Graded Quizzes with Feedback, Graded Programming Assignments.
Who Should Enroll?
- Who is Comfortable with computer programming and have Basic knowledge of probability and statistics.
Interested to Enroll?
If yes, then check out all details here- Data Mining Specialization
2. Predictive Analytics and Data Mining– Coursera
Rating- 4.4/5
Provider- University of Illinois at Urbana-Champaign
Time to Complete- 24 hours
This is another good course for Data Mining. In this course, you will learn how to identify the ideal analytic tool for your specific needs, understand valid and reliable ways to collect, analyze, and visualize data, and utilize data in decision making for your agencies, organizations, or clients.
Prof. Seshadri explains the concepts wonderfully and with great detail. But this course is good for those who have some background knowledge in Data Analytics. Otherwise, it’s harder to understand the concepts.
Now let’s see the modules of this course-
Course Modules-
- Module 1: Drowning in Data, Starving for Knowledge
- Module 2: Decision Trees
- Module 3: Rules, Rules, and More Rules
- Module 4: Model Performance and Recommendation Systems
Skills Gain-
- Predictive Analytics
- Decision-Making Software
- Geo-demographic Segmentation
- Validated Learning
Extra Benefits-
- You will get a Shareable Certificate.
Who Should Enroll?
- Who have some background knowledge in Data Analytics and want to learn Predictive Analytics and Data Mining.
Interested to Enroll?
If yes, then check out the details here- Predictive Analytics and Data Mining
3. Data Mining with R: Go from Beginner to Advanced!– Udemy
Rating- 4.4/5
Provider- Geoffrey Hubona
Time to Complete- 12 hours
This course will teach you how to perform dozens of data mining tasks with R software. In this course, you will learn critical data analysis, data mining, and predictive analytics skills, including data exploration, data visualization, and data mining skills.
You will also get a chance to work on “hands-on” exercises to perform in each course section to reinforce the learning process. Now, let’s see the syllabus of the course-
Course Syllabus-
- Data Type and Structure in R
- Data and File Input and Output
- Visualizing (Getting to Know) Your Data
- Decision Tree and Random forests
- Linear Modeling and Generalized Linear Modeling
- K-Means, K-Medoids, and Hierarchical Cluster Analysis Approaches
- Density-Based and Agglomerative Hierarchical Clustering
- More Cluster Analysis Example
- K-Means TAM Residuals Cluster Analysis Software Case example
Extra Benefits-
- You will get a Certificate of Completion.
- Along with that, you will get lifetime access to the course material.
Who Should Enroll?
- Who is beginner and want to learn Data Mining concepts.
Interested to Enroll?
If yes, then check out the details here- Data Mining with R: Go from Beginner to Advanced!
4. Learn Data Mining and Machine Learning With Python– Udemy
Rating- 4.6/5
provider- Data Science Guide
Time to Complete- 6.5 hours
This course will teach you data mining concepts and how to create a machine learning model. Along with this, you will learn how to install and use the Python programming language to create machine learning algorithms. You will also understand Machine Learning and its connection with Data Mining.
Now let’ see the Course Content-
Course Content-
- Introduction
- Setup Programming Environment
- Supervised Learning Algorithms
- Unsupervised Learning Algorithms
- Deep Learning
Extra Benefits-
- You will get a Certificate of Completion.
- Along with that, you will get lifetime access to the course material.
Who Should Enroll?
- Who have basic knowledge in Statistics and operating systems.
Interested to Enroll?
If yes, then check out the details here- Learn Data Mining and Machine Learning With Python
5. Data Science: Data Mining & Natural Language Processing in R– Udemy
Rating- 4.5/5
provider- Minerva Singh
Time to Complete- 13 hours
This course will teach you how to use packages like caret, dplyr to work with real data in R. You will also learn to use the common NLP packages to extract insights from text data. In short, in this course, you will learn- visualization, stats, machine learning, data mining, and neural networks.
Along with this, you will get a strong understanding of some of the most important data mining, text mining, and natural language processing techniques.
Now let’ see the Course Content-
Course Content-
- Introduction
- Reading in data from different sources in R
- Exploratory Data Analysis and Data Visualization in R
- Data mining for Patterns and Relationships
- Machine Learning for data science
- Unsupervised Classification- R
- Dimension Reduction
- Supervised Learning Theory
- Supervised Learning: Classification
- Supervised Learning: Regression
- Introduction to Artificial Neural Network
- More Web-Scrapping and Text Data Mining
- Gaining Insights from Text data
- Text Data and Machine Learning
Extra Benefits-
- You will get a Certificate of Completion.
- Along with that, you will get lifetime access to the course material.
Who Should Enroll?
- Who have prior experience of using R and RStudio and able to install and read in packages in R.
Interested to Enroll?
If yes, then check out the details here- Data Science: Data Mining & Natural Language Processing in R
That’s all!. These are 5 Best Data Mining Courses and Certificate Programs. Now, it’s time to wrap up.
Conclusion
I hope these Data Mining Courses and Certificate Programs will help you to learn Data Mining Concepts. My aim is to provide you the best resources for Learning. If you have any doubt or question, feel free to ask me in the comment section.
Tell me in the comment section, which course you like.
All the Best!
Happy Learning!
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Though of the Day…
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Written By Aqsa Zafar
Founder of MLTUT, Machine Learning Ph.D. scholar at Dayananda Sagar University. Research on social media depression detection. Create tutorials on ML and data science for diverse applications. Passionate about sharing knowledge through website and social media.