Feature Extraction Courses and Certifications

Machine Learning for Musicians and Artists

94 ratings

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

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
• Self-Paced
• 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
• Self-Paced
• Free Trial Available

Prodramp

Audio Processing in Python with Feature Extraction for Machine Learning

1 rating

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
• Self-Paced
• Free Video

Feature Extraction and Machine Learning - Class 27

Explore feature extraction techniques and their applications in artificial intelligence and machine learning for computational music analysis.

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

Feature Extraction and Machine Learning in Computational Music Theory - Class 28

Explore computational music analysis through feature extraction and machine learning techniques applied to popular songs like Baby Shark and melodic similarity studies.

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

Feature Extraction and Machine Learning - Artificial Intelligence - Video 29a

Explore feature extraction and machine learning techniques for computational music analysis using music21, focusing on AI applications in music theory.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Operator-Theoretic Approaches to Feature Extraction and Statistical Modeling of Climate Dynamics

Discover operator-theoretic methods for climate dynamics analysis, featuring kernel approaches to extract El Niño patterns and model atmospheric systems with spectral decomposition techniques.

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

DigitalSreeni

3D Organoid Segmentation and Feature Extraction in Python

Master 3D organoid image analysis using Python and Cellpose for automated segmentation, quality control, and quantitative feature extraction from microscopy data.

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