Feature Engineering Courses and Certifications

Feature Engineering

Explore Vertex AI Feature Store, improve ML model accuracy, and master feature engineering techniques using BigQuery ML, Keras, and TensorFlow for enhanced machine learning outcomes.

• Google Cloud Skills Boost
• 1 day
• On-Demand
• Paid Course

SQLBits

Navigating the Skies of Data: A Flight Through Feature Stores

Explore Feature Stores' role in streamlining ML projects, acting as a control tower for efficient feature management in data processes.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Anyscale

Scalable Feature Engineering with Hamilton on Ray

Explore scalable feature engineering using Hamilton and Ray at StitchFix. Learn declarative dataflow, team scaling, and efficient computation for thousands of time-series features.

• YouTube
• 30 minutes
• On-Demand
• Free Video

MLOps.community

AI Innovations: The Power of Feature Platforms - MLOps Mini Summit

Explore feature platforms for production AI, including Tecton's unified approach, Cleo's custom solution, and DIY strategies for building scalable, flexible ML infrastructures.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Data Science with Python: Munging, Outliers, and Feature Engineering

Learn to preprocess and engineer features from raw data using Python. This course will teach you to handle missing values, detect outliers, create relevant features, and optimize datasets for effective data science projects.

• Pluralsight
• 47 minutes
• On-Demand
• Free Trial Available

NPTEL-NOC IITM

Geometry of Regression Model and Feature Engineering

Explore regression model geometry and feature engineering techniques to enhance data analysis and model performance.

• YouTube
• 27 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Effect of Feature Engineering in Logistic Regression

Explore feature engineering's impact on logistic regression, covering sigmoid curves, non-monotonic relationships, and sinusoidal patterns.

• YouTube
• 20 minutes
• On-Demand
• Free Video

ACM SIGPLAN

A Type System for Feature Engineering in Machine Learning

Explore a dependent type system for feature engineering, enhancing machine learning model inputs through advanced data operations and compiler techniques.

• YouTube
• 22 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Feature Engineering Made Simple

Master feature engineering techniques to streamline your machine learning workflow. Explore systematic approaches using Anovos, an open-source library for efficient data processing and model building.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Data Science Conference

The Key to Unlock AI Accuracy Through Feature Generation

Discover how sophisticated feature generation acts as the cornerstone for developing accurate and effective AI models, illustrated through real-world examples from DeepMind and global corporate implementations.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Feature Engineering - Italiano

Migliora l'accuratezza dei modelli ML con Vertex AI Feature Store. Esplora tecniche avanzate di feature engineering utilizzando BigQuery ML, Keras e TensorFlow per ottimizzare le prestazioni dei tuoi progetti di machine learning.

• Coursera
• 8 hours 15 minutes
• On-Demand
• Free Online Course (Audit)

MathWorks

Data Processing and Feature Engineering with MATLAB

53 reviews

In this course, you will build on the skills learned in Exploratory Data Analysis with MATLAB to lay the foundation required for predictive modeling.

• Coursera
• 20 hours 6 minutes
• On-Demand
• Free Online Course (Audit)

MathWorks Microcredential

Practical Data Science with MATLAB

31 reviews

Develop practical data science skills using MATLAB for visualization, analysis, and modeling. Learn to process data, engineer features, and apply machine learning techniques across various industries without becoming a full-time developer.

• Coursera
• 22 weeks, 4 hours a week
• On-Demand
• Paid Course
• 4 courses

Introduction to Machine Learning

Explore machine learning concepts and workflows using AWS SageMaker, from data analysis to model deployment. Learn to apply ML techniques, use advanced algorithms, and optimize models for real-world scenarios.

• Udacity
• 4 weeks, 4-5 hours a week
• On-Demand
• Paid Course

Applying AI to EHR Data

Unlock EHR data potential with AI: Learn to build compliant, interpretable ML models addressing bias and uncertainty using cutting-edge tools. Gain skills in data security, code sets, and feature engineering.

• Udacity
• 3 weeks, 4-5 hours a week
• On-Demand
• Paid Course