Feature Extraction Courses and Certifications

Principal Component Analysis in Python and MATLAB

162 ratings at Udemy

Learn to implement Principal Component Analysis for dimensionality reduction and feature extraction in Python and MATLAB, from theoretical foundations to practical applications on real datasets.

• Udemy
• 1 hour 21 minutes
• On-Demand
• Free Online Course

Build and Deploy Machine Learning App in Cloud with Python

128 ratings at Udemy

Develop and Deploy Machine Learning Web App and Deploy in Python Anywhere Cloud Platform using Python, Flask, Skimage

• Udemy
• 6 hours 18 minutes
• On-Demand
• Paid Course

Machine Learning with Apache Spark

114 ratings at Coursera

Unlock Apache Spark's potential for machine learning, covering fundamentals, supervised and unsupervised techniques, and Generative AI. Gain hands-on experience with Spark streaming, ML pipelines, and model evaluation.

• Coursera
• 15 hours 54 minutes
• On-Demand
• Paid Course

Brain computer interface with deep learning

98 ratings at Udemy

Brain Computer Interface and Deep Learning Using Python | Real World projects | Neuroscience

• Udemy
• 4 hours 18 minutes
• On-Demand
• Paid Course

Machine Learning with Apache Spark 3.0 using Scala

69 ratings at Udemy

Machine Learning with Apache Spark 3.0 using Scala with Examples and 4 Projects

• Udemy
• 8 hours 20 minutes
• On-Demand
• Paid Course

Whizlabs

Data Engineering in AWS

26 ratings at Coursera

Learn data engineering techniques for AWS, including data gathering, handling missing data, feature extraction, and selection using PCA and variance thresholds. Gain hands-on experience with SageMaker and AWS migration tools.

• Coursera
• 4 hours 50 minutes
• On-Demand
• Paid Course

EDUCBA

Python Case Study - Sentiment Analysis

17 ratings at Coursera

Master sentiment analysis by building a complete Python-based text classification system using NLP techniques, machine learning algorithms, and evaluation metrics.

• Coursera
• 3 hours 13 minutes
• On-Demand
• Paid Course

Introduction to Convolutions with TensorFlow

Learn to process images using convolutions and pooling in TensorFlow, extracting key features and compressing data for improved image analysis and feature detection.

• Coursera
• 50 minutes
• On-Demand
• Paid Course

EDUCBA

Apply Natural Language Processing Techniques in Python

Master NLP fundamentals and advanced text preprocessing techniques, then integrate machine learning algorithms to build effective models for real-world language problems.

• Coursera
• 4 hours 42 minutes
• On-Demand
• Paid Course

Coursera

Transform Audio: Extract Features & Augment Models

Master spectral and cepstral feature extraction plus audio augmentation pipelines to build robust ML models that handle real-world acoustic variability and production deployment.

• Coursera
• 1 hour 53 minutes
• On-Demand
• Paid Course

EDUCBA

Analyze and Apply Deep Learning for Computer Vision

Master deep learning architectures and computer vision techniques to solve real-world visual intelligence problems through hands-on implementation and modern AI workflows.

• Coursera
• 5 hours 15 minutes
• On-Demand
• Paid Course

Objective-See Foundation

Mach-O Feature Extraction and Malware Similarity Analysis with YARA-X

Delve into advanced macOS malware analysis techniques, focusing on Mach-O similarity methods, YARA-X implementation, and feature extraction for improved malware detection and analysis.

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

Computer Vision

1 review

Build convolutional neural networks with TensorFlow and Keras.

• Kaggle
• 4 hours
• On-Demand
• Free Certificate

IIT Guwahati;  NPTEL

Computer Vision And Image Processing - Fundamentals And Applications

Explore fundamental concepts and applications of computer vision and image processing, from image formation to advanced techniques like object tracking and neural networks.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

NPTEL;  IIT Madras

Medical Image Analysis

Learn current technology in medical image processing and analysis, gaining skills for careers in medical imaging instruments, software design, visualization, robotics, and augmented reality.

• Swayam
• 4 weeks
• On-Demand
• Free Online Course