EDUCBA
Octave for Machine Learning: Data Analysis Mastery Specialization

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EDUCBA

Octave for Machine Learning: Data Analysis Mastery Specialization

Build ML Workflows With GNU Octave. Master Octave, data analysis, visualization, time series, and logistic regression for ML impact.

EDUCBA

Instructor: EDUCBA

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Get in-depth knowledge of a subject
Beginner level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Beginner level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Build end-to-end ML prototypes in Octave using matrices, control flow, functions, and plots.

  • Process and visualize real datasets; compute skewness, kurtosis, and time-series features.

  • Train and evaluate logistic regression models in R with preprocessing, confusion matrices, and ROC/AUC.

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Taught in English
Recently updated!

September 2025

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Specialization - 4 course series

What you'll learn

  • Install Octave and perform matrix, string, and data operations.

  • Apply symbolic math and statistical methods for analysis.

  • Visualize datasets with plots, mesh grids, and annotations.

Skills you'll gain

Category: Statistical Analysis
Category: Text Mining
Category: Descriptive Statistics
Category: Software Installation
Category: Data Visualization
Category: Data Manipulation
Category: Data Processing
Category: Numerical Analysis
Category: Data Analysis
Category: Data Structures
Category: Linear Algebra
Category: Mathematical Software
Category: Computer Programming

What you'll learn

  • Apply Octave functions for data I/O, interpolation, and extrapolation.

  • Build reusable functions with loops and advanced control structures.

  • Manage temporal data for predictive modeling and time-series analysis.

Skills you'll gain

Category: Scalability
Category: Applied Machine Learning
Category: Predictive Modeling
Category: Data Manipulation
Category: Data Processing
Category: Statistical Analysis
Category: File Management
Category: Mathematical Software
Category: Time Series Analysis and Forecasting
Category: Data Analysis
Category: Data Import/Export
Category: Programming Principles
Category: Exploratory Data Analysis
Category: Scripting

What you'll learn

  • Apply advanced Octave functions with 2D and 3D plotting.

  • Build reusable scripts using loops and control structures.

  • Implement robust, error-resilient programs for computation.

Skills you'll gain

Category: Scientific Visualization
Category: Scripting
Category: Debugging
Category: Object Oriented Programming (OOP)
Category: Programming Principles
Category: Data Manipulation
Category: Computational Thinking
Category: Numerical Analysis
Category: Scripting Languages
Category: Linear Algebra
Category: Graphing
Category: Matlab
Category: Visualization (Computer Graphics)
Category: Plot (Graphics)

What you'll learn

  • Install GNU Octave and perform core numerical computations.

  • Use operators, control structures, and iterative programming.

  • Build reusable functions for advanced problem-solving tasks.

Skills you'll gain

Category: Data Manipulation
Category: Linear Algebra
Category: Software Installation
Category: Data Structures
Category: Mathematical Modeling
Category: Trigonometry
Category: Numerical Analysis
Category: Programming Principles
Category: Engineering Calculations
Category: Applied Mathematics
Category: Development Environment
Category: Mathematical Software

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Instructor

EDUCBA
EDUCBA
316 Courses111,108 learners

Offered by

EDUCBA

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