Feature Engineering Courses and Certifications

Feature Engineering for Machine Learning

Master feature engineering techniques using the Abalone Dataset to improve ML model performance through extraction, selection, and transformation methods for uncovering meaningful patterns in data.

• CodeSignal
• On-Demand
• Free Certificate

Preparing Financial Data for Machine Learning

Master essential techniques for preparing financial time series data through feature engineering, scaling, and proper train-test splitting to build effective machine learning models for stock price prediction.

• CodeSignal
• On-Demand
• Free Certificate

Feature Engineering and Correlation Analysis in Pandas

Master feature engineering techniques and correlation analysis in Pandas to create meaningful data insights, visualize relationships through heatmaps, and enhance predictive modeling capabilities.

• CodeSignal
• On-Demand
• Free Certificate

Feature Engineering for Text Classification

Master text classification techniques through hands-on practice with tokenization, Bag-of-Words, TF-IDF, sparse matrices, and dimensionality reduction for effective natural language processing applications.

• CodeSignal
• On-Demand
• Free Certificate

Feature Engineering in R

Learn the principles of feature engineering for machine learning models and how to implement them using the R tidymodels framework.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Open Data Science

Hopsworks - The Python-Centric Enterprise Feature Store

Explore Hopsworks feature store for Python-centric ML operations, covering feature engineering, pipelines, and real-time serving with an end-to-end use case demonstration.

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

Data Science Dojo

Automating Supervised Machine Learning Pipeline Development

Explore methodologies for automating supervised machine learning pipelines, covering data cleaning, feature engineering, and model development. Gain insights from experienced data scientists on best practices and techniques.

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

Data Science Dojo

Feature Engineering for Web Bot Detection - Feature Engineering Tutorial

Learn to detect automated web traffic through feature engineering, exploring bot types, their impact on businesses, and extracting useful features for effective bot detection.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Data Science Dojo

Cosine Similarity - Introduction to Text Analytics with R

Explore cosine similarity in text analytics: its mathematical basis, application in document comparison, and effectiveness in feature engineering for R-based text analysis.

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

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

Prodramp

Technical Overview of Machine Learning Life Cycle

Comprehensive technical overview of the machine learning lifecycle, covering data preparation, model training, deployment, and inference. Ideal for AI engineers seeking in-depth understanding of ML processes.

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

Great Learning

Feature Engineering Importance - Practical Application for Feature Engineering

Explore feature engineering techniques for data analysis and classification, including practical application to supermarket sales data. Learn to select, manipulate, and transform features for improved model performance.

• YouTube
• 54 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

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

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