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Feature Engineering Courses

Feature engineering courses can help you learn techniques for transforming raw data into meaningful features, selecting relevant variables, and creating new features to improve model performance. You can build skills in data preprocessing, handling missing values, and using domain knowledge to enhance feature sets.

Popular Feature Engineering Courses and Certifications


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  • E

    Edureka

    Feature Engineering and Feature Stores for AI and ML

    Skills you'll gain: Feature Engineering, Apache Airflow, Databricks, MLOps (Machine Learning Operations), Data Pipelines, AI Orchestration, Data Lakes, Model Training, Apache Spark, Data Store, AI Workflows, Data Processing, Artificial Intelligence and Machine Learning (AI/ML), Data Transformation, Machine Learning, Data Collection, SQL, Data Storage, Machine Learning Algorithms, Warehouse Management

    Advanced · Course · 1 - 4 Weeks

    Category: New
    New
    Status: Free trial
    Free trial
  • I

    IBM

    AI Workflow: Feature Engineering and Bias Detection

    Skills you'll gain: Feature Engineering, Data Ethics, Unsupervised Learning, Dimensionality Reduction, Responsible AI, Text Mining, Data Preprocessing, Data Transformation, Anomaly Detection, Exploratory Data Analysis, Machine Learning, Scikit Learn (Machine Learning Library), Natural Language Processing, Data Science, Quality Assurance, Data Pipelines, Machine Learning Algorithms, Classification Algorithms, Design Thinking, Python Programming

    4.4 stars, 84 reviews, Advanced, Course, 1 - 4 Weeks

    ★ 4.4 (84) · Advanced · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • I

    Indian Institute of Technology Guwahati

    Sustainable Product Design for Engineers

    Skills you'll gain: User Research, Product Design, Sustainable Design, Product Development, UI/UX Research, Design Research, Sustainable Business, Design and Product, Industrial Design, Failure Analysis, Design Thinking, Interaction Design, Human Centered Design, Product Lifecycle Management, Design Reviews, Sustainable Development, Sustainability Reporting, Sustainability Standards, Creativity, Aesthetics

    Beginner · Specialization · 3 - 6 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • G

    Google Cloud

    Feature Engineering en Español

    Skills you'll gain: Feature Engineering, Data Preprocessing, Dataflow, Tensorflow, Applied Machine Learning, Data Transformation, Data Processing, Keras (Neural Network Library), Machine Learning Methods, Data Modeling, Machine Learning, Python Programming, Statistical Methods

    4.4 stars, 37 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.4 (37) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • S

    Scrimba

    AI Engineering

    Skills you'll gain: Model Context Protocol, Prompt Engineering, Retrieval-Augmented Generation, LangChain, OpenAI API, Prompt Patterns, Embeddings, Image Analysis, Responsible AI, AI Workflows, OpenAI, LLM Application, AI Integrations, Cloud Deployment, Cloud Applications, Multimodal Prompts, Memory Management, Hugging Face, Vector Databases, Software Engineering

    4.5 stars, 435 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.5 (435) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial

What brings you to Coursera today?

  • W

    Whizlabs

    AWS: Feature Engineering Data Transformation & Integrity

    Skills you'll gain: Feature Engineering, Data Preprocessing, Data Cleansing, Apache Spark, Extract, Transform, Load, Data Processing, Data Pipelines, Data Transformation, Amazon Web Services, Data Wrangling, Responsible AI, Data Quality, Data Integrity, Data Validation, Model Training, Personally Identifiable Information

    Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • M

    Microsoft

    Microsoft DevOps Engineering

    Skills you'll gain: CI/CD, Azure DevOps, Site Reliability Engineering, Terraform, DevOps, Infrastructure as Code (IaC), Azure DevOps Pipelines, Continuous Deployment, Cloud-Native Computing, Continuous Delivery, DevSecOps, Incident Management, Continuous Integration, Kubernetes, Hardening, Cloud Infrastructure, Incident Response, Enterprise Architecture, Technical Communication, Performance Metric

    Advanced · Professional Certificate · 3 - 6 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • I

    IBM

    IBM AI Engineering

    Skills you'll gain: Prompt Engineering, Apache Spark, Large Language Modeling, Retrieval-Augmented Generation, PyTorch (Machine Learning Library), Computer Vision, Unsupervised Learning, Generative Model Architectures, Prompt Patterns, Generative AI, PySpark, Model Optimization, Keras (Neural Network Library), Supervised Learning, LLM Application, Vector Databases, Fine-tuning, Machine Learning, Python Programming, Data Science

    4.6 stars, 22K reviews, Intermediate, Professional Certificate, 3 - 6 Months

    ★ 4.6 (22K) · Intermediate · Professional Certificate · 3 - 6 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
  • S

    SkillsBooster Academy

    Prompt Engineering for Everyone

    Skills you'll gain: Prompt Engineering, Large Language Modeling, Data Ethics, AI Orchestration, Responsible AI, Prompt Patterns, AI literacy, Agentic Workflows, LLM Application, AI Enablement, AI Security, Context Engineering, AI Workflows, AI powered creativity, AI Personalization, Generative AI, Artificial Intelligence and Machine Learning (AI/ML), Business Transformation, Business Operations, Personal Development

    4.8 stars, 29 reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.8 (29) · Beginner · Specialization · 3 - 6 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • L

    L&T EduTech

    Power Plant Engineering: From Theory to Industry Practice

    Skills you'll gain: Electrical Power, Plant Operations and Management, Control Systems, Energy and Utilities, Machine Controls, Mechanical Engineering, Three-Phase, Thermal Management, Electrical Safety, Engineering, Basic Electrical Systems, Environmental Regulations, Safety Assurance, Communication Systems, Chemical Engineering, General Networking, Process Engineering, Environmental Engineering, Engineering Drawings, Process Analysis

    Intermediate · Specialization · 3 - 6 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • T

    The Hong Kong University of Science and Technology

    Software Engineering

    Skills you'll gain: Software Design Patterns, Requirements Analysis, White-Box Testing, Software Architecture, Acceptance Testing, Software Development Methodologies, Unified Modeling Language, Software Development Life Cycle, Configuration Management, Software Quality Assurance, Debugging, Software Quality (SQA/SQC), Software Engineering, Software Testing, Object Oriented Design, Functional Requirement, Data Modeling, Systems Design, Project Management, Project Planning

    4.6 stars, 682 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.6 (682) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • C

    Coursera

    Embedded Firmware Engineering

    Skills you'll gain: Embedded Software, Real-Time Operating Systems, Embedded Systems, Software Architecture, Code Reusability, Pseudocode, Microarchitecture, Memory Management, Systems Architecture, Hardware Architecture, Computer Hardware, Electronic Hardware, System Programming, Computer Architecture, Software Design, Cross Platform Development, Software Design Patterns, Systems Design, Internet Of Things, Hardware Troubleshooting

    3 stars, 12 reviews, Intermediate, Specialization, 1 - 3 Months

    ★ 3 (12) · Intermediate · Specialization · 1 - 3 Months

    Status: Free trial
    Free trial

What brings you to Coursera today?

1234…535

Best Feature Engineering courses from IBM

Top-rated Feature Engineering courses offered by IBM on Coursera.

  1. 1
    AI Workflow: Feature Engineering and Bias Detection
    IBMAdvanced1 - 4 Weeks4.4(84)IBM
  2. 2
    IBM AI Engineering
    IBMIntermediate3 - 6 Months4.6(22,314)IBM

Best Feature Engineering certificate programs

Earn a certificate in Feature Engineering from top universities and companies.

  1. 1
    Sustainable Product Design for Engineers
    Indian Institute of Technology GuwahatiBeginner3 - 6 MonthsSpecialization
  2. 2
    AI Engineering
    ScrimbaIntermediate3 - 6 Months4.5(435)Specialization
  3. 3
    Microsoft DevOps Engineering
    MicrosoftAdvanced3 - 6 Months3.7(3)Professional Certificate

Skills you can learn in Machine Learning

Python Programming (33)
Tensorflow (32)
Deep Learning (30)
Artificial Neural Network (24)
Big Data (18)
Statistical Classification (17)
Reinforcement Learning (13)
Algebra (10)
Bayesian (10)
Linear Algebra (10)
Linear Regression (9)
Numpy (9)

Frequently Asked Questions about Feature Engineering

Feature engineering is the process of using domain knowledge to extract features from raw data, making it suitable for machine learning models. It plays a crucial role in improving model performance by transforming data into a format that algorithms can understand. Effective feature engineering can lead to better predictions and insights, making it a vital skill in data science and analytics.‎

Jobs in feature engineering typically include roles such as data scientist, machine learning engineer, and data analyst. These positions often require a strong understanding of data manipulation and modeling techniques, as well as the ability to work with large datasets. Companies across various industries seek professionals who can enhance their data-driven decision-making processes.‎

To excel in feature engineering, you should develop skills in data analysis, programming (especially in Python or R), and familiarity with machine learning algorithms. Understanding statistical methods and data visualization techniques is also beneficial. Additionally, knowledge of tools and libraries such as Pandas, NumPy, and Scikit-learn can enhance your capabilities in this field.‎

Some of the best online courses for feature engineering include Feature Engineering and AWS: Feature Engineering Data Transformation & Integrity. These courses provide practical insights and hands-on experience, helping you build a solid foundation in feature engineering.‎

Yes. You can start learning feature engineering on Coursera for free in two ways:

  1. Preview the first module of many feature engineering courses at no cost. This includes video lessons, readings, graded assignments, and Coursera Coach (where available).
  2. Start a 7-day free trial for Specializations or Coursera Plus. This gives you full access to all course content across eligible programs within the timeframe of your trial.

If you want to keep learning, earn a certificate in feature engineering, or unlock full course access after the preview or trial, you can upgrade or apply for financial aid.‎

To learn feature engineering, start by taking introductory courses that cover the basics of data science and machine learning. Engage in hands-on projects to practice your skills. Additionally, participating in online forums and communities can provide support and resources as you progress in your learning journey.‎

Typical topics covered in feature engineering courses include data preprocessing, feature selection, feature extraction, and techniques for handling missing data. Courses may also explore the impact of feature engineering on model performance and provide case studies to illustrate real-world applications.‎

For training and upskilling employees in feature engineering, consider programs like the IBM AI Engineering Professional Certificate and the DeepLearning.AI Data Engineering Professional Certificate. These professional certificates offer comprehensive training that can enhance the skills of your workforce.‎

This FAQ content has been made available for informational purposes only. Learners are advised to conduct additional research to ensure that courses and other credentials pursued meet their personal, professional, and financial goals.

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