Fundamentals of Python for Data Mining
What you'll learn
- Python fundamentals, using Python libraries for data mining (pandas, scipy, matplotlib, ...)
This course aims to cover the fundamentals of Python programming through real world examples, followed by a touch on Data Science. Python programming basics such as variables, data types, if statements, loops, functions, module, object and classes are very important and this course will try to teach these with a Console Calculator project.
The course will than run through the popular data mining libraries like pandas, matplotlib, scipy, sklearn briefly on iris dataset to do data manipulation, data visualizations, data exploration with statistics (inferential and descriptives), model and evaluation.
You do not need to know programming for this course.
This course is based on my ebooks at SVBook.
You can look at the following courses if you want to get SVBOOK Certified Data Miner using Python.
SVBook Certified Data Miner using Python are given to people who have completed the following courses:
- Create Your Calculator: Learn Python Programming Basics Fast (Python Basics)
- Applied Statistics using Python with Data Processing (Data Understanding and Data Preparation)
- Advanced Data Visualizations using Python with Data Processing (Data Understanding and Data Preparation)
- Machine Learning with Python (Modeling and Evaluation)
and passed a 50 questions Exam. The four courses are created to help learner understand about Python programming basics, then applied statistics (descriptive, inferential, regression analysis) and data visualizations (bar chart, pie chart, boxplot, scatterplot matrix, advanced visualizations with seaborn, and Plotly interactive charts ) with data processing basics to understand more about the the data understanding and data preparation stage of IBM CRISP DM model. Learner will then learn about machine learning and confusion matrix, which is the modeling and evaluation stages of the IBM CRISP DM model. Learner will be able to do data mining project after learning the courses.
Who this course is for:
SVBook Pte. Ltd. started in April 2016. SVBook Pte. Ltd. offers affordable, easy to read Data Mining, Text Mining, Data Analytics, Programming books for professional and lifelong learning. SVBook Pte. Ltd. offers courses at EMHAcademy. SVBook Pte. Ltd. developed softwares over the time, and uploaded them at DSTK_Tech. SVBook Pte. Ltd. courses, books and softwares assists people to step into new fields of Data Science, Internet of Things, Smart Cities and etc. before going into more advanced courses at Coursera and EdX, which are at University Level.