AI Data Analysis Without Coding Using Orange - Lv.3 Predictive Machine Learning Analysis

From building analysis models to application with Orange! Learn easily and quickly! You can master the core technologies of data science without coding!

4 learners are taking this course

Level Basic

Course period Unlimited

Machine Learning(ML)
Machine Learning(ML)
Orange3
Orange3
No-code
No-code
Statistics
Statistics
linear-regression
linear-regression
Machine Learning(ML)
Machine Learning(ML)
Orange3
Orange3
No-code
No-code
Statistics
Statistics
linear-regression
linear-regression

What you will gain after the course

  • Building a predictive model using the no-code AI analysis tool Orange

  • Acquiring model evaluation and optimization techniques

  • Understanding and Applying Stochastic Gradient Descent

  • Practice of Linear Regression Techniques

This course is part of Miso Campus's 'AI Data Analysis Without Coding Using Orange' series

This is the individual course version of the Lv.3 curriculum.

If you would like the All-in-One Orange Data Analysis course that integrates Lv.0 to Lv.4, please refer to the lecture below.

Advanced data analysis even for beginners, Orange step-by-step master pack https://inf.run/qmPWu

To the path of easy data analysis without difficult coding knowledge!

From building analysis models to application with Orange! Learn quickly and easily!

You can master the core technologies of data science without coding!

Here is what you will learn!

  • Building Predictive Models Using Orange, a No-Code AI Analysis Tool

  • Acquire model evaluation and optimization techniques

  • Understanding and applying Stochastic Gradient Descent (SGD)

  • Hands-on practice of advanced analytical techniques

From building analysis models to evaluation, data analysis with AI

Not all data analysis is created equal.

In the world of data analysis, classification and prediction are the foundational yet pinnacle techniques.

In this lecture, you will learn how to freely handle machine learning models and even solve real-world business problems.

 

Did classification and prediction models feel difficult? There's no need for that.

In 'No-Code AI Data Analysis Lv.3: Predictive Machine Learning Analysis,' we help anyone easily create data models and gain meaningful insights through them, all without the need for complex coding.

Starting with basic predictions and moving up to multi-layer perceptrons, you will engage in step-by-step hands-on practice for in-depth learning.

 

The core of this lecture is ‘practicality.’

Using Orange, you will learn the analytical techniques and proper tool usage required for practical work.

You will learn not only theoretical knowledge but also how to actually analyze data and evaluate models, equipping you with the skills to apply them to your work immediately after the training.

 

Have you been envious of data science developers' salaries?

It is okay even if you do not have development skills.

With Maso Campus's lectures, anyone can perform high-level data analysis.

In particular, this lecture covers everything from saving and utilizing analysis models to feature selection for increased efficiency and techniques for evaluating model generalizability.

 

Through this lecture in Moso Campus’s “AI Data Analysis Without Coding” series, discover the hidden value of data and make the most of its potential.

You will be able to fully experience the potential of data that even you were unaware of.

Course Features

This course is designed to provide an in-depth understanding of predictive models and a structure for applying them to real-world tasks without coding. We help you break down the barriers of complex programming so that anyone can perform data analysis with confidence.

  • 1. Orange is accessible for everyone, from beginners to experts!

Orange is an ideal tool for those new to data science and machine learning, allowing them to intuitively build data models without complex coding.

  • 2. Understanding Predictive Models and Artificial Neural Networks

In this course, you will start with the most basic predictive models and directly implement and train various models—from simple linear regression to multi-layer perceptrons—using Orange. You will be able to master how to recognize important patterns in data and make predictions.

  • 3. Model Evaluation and Application

You will master effective model evaluation methods through hands-on practice, learning how to assess model bias and variance, understanding the coefficient of determination (R²) of regression models, and exploring evaluation metrics such as RMSE, MSE, and MAE.

  • 4. Advanced Analysis Techniques Applicable to Real-World Practice

By learning everything from the simplest predictions to the R-squared values and evaluation metrics of various regression models, you can transform into a data analyst capable of solving a wide range of data science problems.

Recommended for these people

  • Those who want to strengthen their practical data analysis skills

  • Those who want to improve their data analysis skills without difficult coding

  • Those who want to easily perform accurate model building and evaluation

  • Those who feel the limitations of Excel and want simpler, more advanced analysis tools

  • Job seekers who want to emphasize their own differentiation in the job market

  • Office workers considering a career change to the IT field

After taking the AI-powered data analysis course that requires no coding

Maso Campus's "No-Code AI Data Analysis Lv.3: Predictive Machine Learning Analysis" course is

It is suitable for anyone who wishes to advance to a deeper level of data science.

 

  • Basic understanding and implementation of predictive models

  • Acquire model evaluation and optimization techniques

  • Advanced analysis techniques and hands-on experience

  • Enhancing practical application skills

 

Take the next step in data science using Orange!

You can now master data analysis without the need for complex coding knowledge.

Learning Content

1. Exploring Data with Orange

2. Evaluating the explanatory power of a model using the coefficient of determination of a regression model!

3. Improving model efficiency!

4. From perceptrons to complex artificial neural network structures!

Frequently Asked Questions Q&A


  1. Do I need prior knowledge of AI, coding, or design?
    A. This course is designed with the goal of providing skills that anyone interested in AI can immediately apply to their work; therefore, no prior knowledge of AI, coding, or even Excel proficiency is required.

  2. Are there any requirements or prerequisites for taking this course?
    A. Since this is a practice-oriented course, it is recommended to have a dual monitor or an extra device so you can separate the lecture screen from the practice screen.

  3. Orange? Do I need to purchase separate software?
    A. Orange is a free software, and since I will guide you through everything from downloading to installation, anyone can easily set up an AI data analysis environment. By using the Portable version, it can be used without an external internet connection, making it suitable even for high-security work environments.

Instructor Introduction


Please check before taking the course!

  • Since this is a practice-oriented course, it is recommended to prepare a dual monitor or an extra device so that you can separate the lecture screen from the practice screen.

  • Additionally, since the practice sessions are based on Windows OS, we recommend taking the course in a Windows environment.

  • Lecture notes and practice files are located in the <00. Textbook Download Center> section.


Recommended for
these people

Who is this course right for?

  • Those who wish to strengthen their practical data analysis skills

  • Those who want to improve their data analysis skills without difficult coding

  • Those who want to easily build and evaluate accurate models

  • Those who feel the limitations of Excel and want a simpler, more advanced analysis tool

  • Job seekers who want to emphasize their unique differentiation in the job market

  • Office workers considering a career change to the IT field

Need to know before starting?

  • This course will be easier to follow if you have a basic understanding of how to use Orange.

  • We recommend taking this course after completing Maso Campus's "No-Code AI Data Analysis using Orange Lv.0: Introduction to AI-based Data Analysis" or "No-Code AI Data Analysis using Orange - Lv.1: First Steps in Data Mining."

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24 lectures ∙ (9hr 54min)

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