Analyzing Data with Python

BY
IBM via Edx

Master the basic and advanced techniques utilized for analyzing data using the functionalities of python programming.

Lavel

Intermediate

Mode

Online

Duration

5 Weeks

Fees

Free

Important Dates

07 Nov, 2025 - 30 Jan, 2026

Course Commencement Date

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based
Learning efforts 2-4 Hours Per Week

Course overview

Analyzing Data with Python certification course is designed by IBM and taught by Joseph Santarcangelo - PhD., Data Scientist at IBM, which is delivered by edX, which is targeted at the students looking for a comprehensive learning environment that could assist in their mastery of the concepts and methods required to develop the skills necessary for analyzing data with the Python programming language. Students who are interested in enrolling in the Analyzing Data with Python online classes by IBM and edX should be familiar with the fundamentals of programming in Python.

Analyzing Data with Python online training is a 5-week learning program that includes approximately 2-4 hours of extensive video-based materials that cover topics such as data loading, data manipulation, data preparation, data cleaning, linear regression, data visualization, ridge regression, polynomial regression, and machine learning models. Students who successfully finish the verified version of this program will also receive a skill badge that validates their knowledge and skills. This self-paced programme free course and they learners can upgrade it to the verified mode and get certification by paying the course fee. 

The highlights

  • Shareable certificate of completion
  • Self-paced course
  • 2-4 hours of effort per week
  • 5-week program
  • 100% online content

Program offerings

  • English video lectures with subtitles
  • 100% online content
  • Learning resources
  • Graded assignments
  • Accessible on mobile devices

Course and certificate fees

Type of course

Free

Fee structure for Analyzing Data with Python certification course

Fees componentsAmount
Certificate fees$99 USD
certificate availability

Yes

certificate providing authority

IBM

certificate fees

$99

What you will learn

Knowledge of python Decision making skills Machine learning Statistical skills Knowledge of data visualization

After completing the Analyzing Data with Python online certification, students will develop an in-depth understanding of the functionalities of python programming for data analysis and statistical operations. Students will explore the fundamentals of data sets, and data frames as well as will acquire the knowledge of the strategies involved with concepts like grouping, data cleaning, data preparation, data normalization, data loading, data visualization, and data manipulation using the features of Pandas, Numpy, SciPy, and ANOVA. Students will learn about machine learning models for making decisions as well as will acquire the knowledge of the methodologies involved with model evaluation, model development, ridge regression, polynomial regressions, and linear regression.

The syllabus

Module 1 - Importing Datasets

  • Learning Objectives
  • Understanding the Domain
  • Understanding the Dataset
  • Python package for data science
  • Importing and Exporting Data in Python
  • Basic Insights from Datasets

Module 2 - Cleaning and Preparing the Data

  • Identify and Handle Missing Values
  • Data Formatting
  • Data Normalization Sets
  • Binning
  • Indicator variables

Module 3 - Summarizing the Data Frame

  • Descriptive Statistics
  • Basic of Grouping
  • ANOVA
  • Correlation
  • More on Correlation

Module 4 - Model Development

  • Simple and Multiple Linear Regression
  • Model EvaluationUsingVisualization
  • Polynomial Regression and Pipelines
  • R-squared and MSE for In-Sample Evaluation
  • Prediction and Decision Making

Module 5 - Model Evaluation

  • Model Evaluation
  • Over-fitting, Under-fitting and Model Selection
  • Ridge Regression
  • Grid Search
  • Model Refinement

Instructors

Mr Joseph Santarcangelo

Mr Joseph Santarcangelo
Data Scientist
IBM

Ph.D

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