Feature Extraction Courses and Certifications

Machine Learning for Musicians and Artists

94 reviews

Explore machine learning techniques for creating interactive art, music, and installations. Learn to analyze gestures, audio, and sensor data using classification, regression, and segmentation algorithms.

• Kadenze
• 50 hours
• On-Demand
• Free Online Course

• Best of All Time

MLOps.community

LLM-based Feature Extraction for Operational Optimization

Explore LLM-based feature extraction for operational optimization in AI applications. Learn how to leverage GPT-3.5 for efficient content understanding and improved accuracy in product development.

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

IEEE

Detecting AI Trojans Using Meta Neural Analysis

Explore meta neural analysis techniques for detecting AI trojans, covering Jumbo Learning, feature extraction, query tuning, and adaptive attacks.

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

Hough Transform for Image Feature Extraction - Lecture 17

Explore image feature extraction, line fitting techniques, and the Hough Transform for shape detection in computer vision, including practical applications and challenges.

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

Prodramp

Audio Processing in Python with Feature Extraction for Machine Learning

Learn audio processing in Python using librosa for feature extraction, beat detection, and spectral analysis. Explore practical techniques for music information retrieval and machine learning applications.

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

Docker

Online Feature Extraction and Event Generation for Computer-Animal Interaction

Architecture for analyzing animal interactions using Docker swarm, featuring online multimedia processing, event generation, and visualization through a web interface for biologists.

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

Applied Algebraic Topology Network

Feature Extraction and Visualization Methods in Topological Data Analysis

Explore advanced feature extraction techniques in Topological Data Analysis, focusing on persistent homology and Mapper algorithm applications for high-dimensional data visualization and analysis.

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

AWS Events

Physics-based Feature Extraction on the Cloud for Failure Prediction

Discover how high-frequency data extraction and automated feature extraction on the cloud with ML degradation via HPC enables mechanical and electrical failure prediction on AWS.

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

Nvidia Deep Learning Institute;  Affectiva Microcredential

Computer Vision

6 reviews

Master computer vision skills for robotics and automation. Analyze images, extract features, and recognize objects using deep learning. Gain expertise in object tracking, localization, and advanced applications like skin cancer detection.

• Udacity
• 1 month 3 weeks 3 days 3 hours 36 minutes
• On-Demand
• Paid Course

Dimensionality Reduction in Python

13 ratings at DataCamp

Understand the concept of reducing dimensionality in your data, and master the techniques to do so in Python.

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

Dimensionality Reduction in R

Learn dimensionality reduction techniques in R and master feature selection and extraction for your own data and models.

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

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

TensorFlow for Deep Learning Bootcamp: Zero to Mastery

Learn TensorFlow. Get Hired. This course will take you from a beginner to a TensorFlow and Deep Learning Expert. Includes Computer Vision, Convolutional Neural Networks, Transfer Learning, NLP + more!

• Zero To Mastery
• 64 hours
• On-Demand
• Paid Course

Content-Based Recommendation Systems

Dive into content-based recommendation systems, exploring factorization machines and DSSM with hands-on coding examples for developing personalized recommendation models using rich data.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to TF-IDF Vectorization in Python

1 review

Master text vectorization techniques using TF-IDF in Python, from basic implementation to advanced parameter customization. Convert text data into numerical features and optimize for machine learning applications.

• CodeSignal
• On-Demand
• Free Certificate