Edureka

No-Code Data Science and Machine Learning Specialization

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Edureka

No-Code Data Science and Machine Learning Specialization

Learn No-Code Data Science and Machine Learning.

Master data workflows, ML modeling, and AutoML deployment.

Edureka

Instructor: Edureka

Included with Coursera Plus

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

8 weeks to complete
at 5 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

8 weeks to complete
at 5 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Build end-to-end no-code data workflows to collect, clean, transform, and analyze data using KNIME Analytics Platform.

  • Apply visual machine learning techniques to build, evaluate, and tune regression and classification models using Orange Data Mining.

  • Train and deploy AutoML models for structured data, image, and NLP tasks using Google Vertex AI without writing code.

  • Integrate ML predictions into business tools and monitor deployed models to maintain performance in real-world cloud environments.

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Taught in English
Recently updated!

March 2026

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Specialization - 3 course series

What you'll learn

  • Navigate the KNIME interface and build end-to-end no-code data workflows to collect data from files, databases, APIs, and web sources

  • Collect and integrate data from multiple sources including files, databases, APIs, and web sources by building structured no-code workflows in KNIME.

  • Identify, analyze, and resolve data quality issues using appropriate cleaning and transformation techniques in KNIME workflows.

  • Apply statistical summaries and visualizations to evaluate data patterns, relationships, and insights for informed decision-making.

Skills you'll gain

Category: Data Visualization
Category: Business Analytics
Category: Data Science
Category: Machine Learning
Category: Data Collection
Category: Data Processing
Category: Data Cleansing
Category: Data Validation
Category: Feature Engineering
Category: Data Analysis
Category: Data Quality
Category: Data Analysis Software

What you'll learn

  • Explain fundamental machine learning concepts, mathematical foundations, and the role of no-code tools in building analytical workflows.

  • Apply Orange Data Mining to build regression and classification models using visual, no-code workflows.

  • Analyze model performance using appropriate evaluation metrics to compare, select, and improve machine learning models.

  • Evaluate and optimize machine learning solutions by tuning parameters and designing end-to-end predictive workflows for real-world data.

What you'll learn

  • Set up Google Cloud Platform and Vertex AI to configure, upload datasets, and manage AutoML workflows for structured, image, and text data.

  • Train AutoML classification and regression models on structured data and interpret automated feature engineering and evaluation results

  • Build AutoML Vision and NLP models for image classification, object detection, and text sentiment analysis without writing any code

  • Deploy models for online predictions, connect outputs to Google Sheets and BigQuery, and monitor performance via the cloud console

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Instructor

Edureka
Edureka
153 Courses 142,619 learners

Offered by

Edureka

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