Feature Engineering Courses and Certifications

Intro to Data Cleaning and Preprocessing with Titanic

Master data cleaning and preprocessing techniques using Python with the Titanic dataset, covering missing data handling, feature engineering, scaling, outlier detection, and categorical data transformation.

• CodeSignal
• On-Demand
• Free Certificate

Data Cleaning and Preprocessing in Machine Learning

Master data preprocessing techniques using the Titanic dataset, covering cleaning, handling missing values, outlier detection, feature engineering, and model training with Python and Pandas for effective machine learning preparation.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Data Cleaning and Transformation

Master data cleaning techniques through hands-on practice with filtering, handling missing values, feature engineering, and data transformation using real-world datasets in Python and pandas.

• CodeSignal
• On-Demand
• Free Certificate

Data Preprocessing For Machine Learning

Master essential data preprocessing techniques for machine learning, from handling missing values and encoding features to scaling data and creating effective train-test splits.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

Practice Essential Data Science Skills With Diamonds Dataset

Master data science fundamentals through hands-on practice with diamonds data - from exploratory analysis and cleaning to feature engineering and regression modeling using Python tools.

• CodeSignal
• On-Demand
• Free Certificate
• 5 courses

Microcredential

Journey into Machine Learning with Sklearn and Tensorflow

Dive into machine learning fundamentals through advanced deep learning, mastering data preprocessing, model optimization, and neural networks using real-world datasets with Sklearn and Tensorflow frameworks.

• CodeSignal
• On-Demand
• Free Certificate
• 5 courses

Microcredential

Text Classification with Natural Language Processing

Master text classification techniques from data preparation to advanced modeling, including feature engineering, algorithm implementation, and deep learning optimization with TensorFlow.

• CodeSignal
• On-Demand
• Free Certificate
• 4 courses

Securing AI and Advanced Topics

Explore AI-based cybersecurity, from fraud detection to adversarial attacks. Gain hands-on experience with GANs, reinforcement learning, and model optimization to address real-world security challenges.

• Coursera
• 15 hours 31 minutes
• On-Demand
• Free Online Course (Audit)

Data Science at Scale - Capstone Project

25 ratings at Coursera

Apply data science skills to real-world projects, from data preparation to model evaluation. Collaborate with stakeholders on ambiguous problems, gaining practical experience in tackling complex challenges.

• Coursera
• 6 hours 10 minutes
• On-Demand
• Paid Course

Python for Machine Learning & Data Science Masterclass

16340 ratings at Udemy

Learn about Data Science and Machine Learning with Python! Including Numpy, Pandas, Matplotlib, Scikit-Learn and more!

• Udemy
• 1 day 20 hours 4 minutes
• On-Demand
• Paid Course

Feature Engineering for Machine Learning

3332 ratings at Udemy

Learn imputation, variable encoding, discretization, feature extraction, how to work with datetime, outliers, and more.

• Udemy
• 13 hours 24 minutes
• On-Demand
• Paid Course

Feature Engineering for Machine Learning in Python

Create new features to improve the performance of your Machine Learning models.

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

Exploratory Data Analysis for Machine Learning

1972 ratings at Coursera

Aprenda técnicas essenciais de análise exploratória de dados para machine learning, incluindo limpeza, engenharia de recursos e testes de hipóteses, preparando-se para projetos de IA.

• Coursera
• 14 hours 9 minutes
• On-Demand
• Free Online Course (Audit)

Winning a Kaggle Competition in Python

Learn how to approach and win competitions on Kaggle.

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

Feature Engineering

1768 ratings at Coursera

Explore feature engineering techniques to enhance ML model accuracy using Vertex AI, BigQuery ML, Keras, and TensorFlow. Learn data preprocessing, feature creation, and advanced practices.

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