Data Normalization Courses and Certifications

deeplizard

PyTorch Dataset Normalization Using torchvision.transforms.Normalize()

Learn to normalize datasets in PyTorch through feature scaling, color-channel standardization, code, and neural network training examples.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Data Science Dojo

Master Skewed Datasets: Practical Techniques for Better Insights and Models

Master practical techniques to handle skewed datasets, from normalization and transformation methods to resampling approaches like SMOTE and stratified sampling, with Python implementations for better models and insights.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Presto Foundation

Prestissimo Extension for AI Training Data Normalization at Meta

Discover how Meta extended Prestissimo to optimize AI training data normalization with new Index Join Operator and AI Data Storage Connector for efficient user sequence data exploration.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Intro to Data Cleaning and Preprocessing with Titanic

Clean and preprocess the Titanic dataset in Python: impute missing values, encode categorical variables, apply min-max and robust scaling, handle outliers and correlated features, and engineer new ones.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate

Data Cleaning and Preprocessing Techniques

Clean and preprocess datasets in Python: fill missing values, remove duplicates and outliers, apply min-max normalization, label and one-hot encoding, and binning with pandas.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Intro to Data Cleaning and Preprocessing with Diamonds

Clean and preprocess a diamonds dataset by handling missing values, ordering categorical data, visualizing distributions, managing outliers, and standardizing features.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Data Cleaning and Preprocessing with R

Clean and preprocess datasets in R with tidyr by handling missing values, duplicates, outliers, normalization, and categorical encoding.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Introduction to Data Cleaning with Python

1 rating

Learn to clean messy datasets in Python by handling missing values, duplicates, outliers, and inconsistent scales with pandas.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

A great portion of a cyber security analyst’s job is to analyze data. However, data must be structured and normalized prior to analysis otherwise its meaning and context can be lost…and incidents of c

• INE
• 3 hours
• Self-Paced
• Paid Course

NDC Conferences

From Tables to Documents - Changing Your Database Mindset

Explore the shift from SQL to document-based databases, learning key mindset changes for successful implementation and leveraging advantages like scalability and faster development.

• YouTube
• 46 minutes
• Self-Paced
• Conference Talk

5 Minutes Engineering

Machine Learning and Neural Networks: Data Preprocessing Techniques - Day 3

Learn to prepare machine-learning data by handling missing values and applying normalization, standardization, and binarization.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Confluent

Event Design and Event Streams Best Practices

Explore best practices for event design and streams: schemas, metadata, naming conventions, and unique IDs. Gain insights to optimize your event-driven architecture.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

PyCon US

Hands-On Regular Expressions in Python

Learn to create, understand, and effectively use regular expressions in Python for data validation, parsing, and normalization. Discover when and how to apply regex for optimal results.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Conference Talk

Donato Capitella

Loss Function and Gradient Descent in Neural Network Training - Part 3.1

Dive into neural network training fundamentals, covering dataset preparation, loss functions, and gradient descent optimization techniques with practical examples and mindmap resources.

• YouTube
• 10 minutes
• Self-Paced
• Free Video

Learnit Training

Excel Visualize Your Data Tutorial

Master Excel data visualization techniques to transform raw data into meaningful graphics using pivot tables, charts, and analysis tools for better decision-making.

• YouTube
• 50 minutes
• Self-Paced
• Free Video