Activity Recognition Courses and Certifications

Human Activity Recognition - Learning with Less Labels and Privacy Preservation

Human activity recognition with fewer labels and privacy preservation using local contrast loss and zero-shot learning.

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

Activity Recognition using Python, Tensorflow and Keras

Recognize human activities such as walking and running: label images, apply data augmentation and normalization, and customize pre-trained InceptionNet V3 with TensorFlow 2 and Keras.

• Coursera
• 2-3 hours
• No Longer Offered
• Paid Course

EDGE AI FOUNDATION

Enabling On-Device Learning on STM32 Microcontrollers

Discover how to implement on-device learning for CNN models on STM32 microcontrollers, focusing on personalized Human Activity Recognition and resource optimization for edge computing.

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

EDGE AI FOUNDATION

Personal Computing Devices and Smart Sensors - Applications and Use Cases in Edge Computing

Discover how smart sensors with built-in Machine Learning Core enable advanced motion detection and power optimization in personal computing devices through edge computing capabilities.

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

tinyML

Learning Compact Representation with Less Labeled Data from Sensors

Learn how contrastive learning builds compact sensor representations with fewer labeled examples for human-activity and behavior recognition.

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

Toronto Machine Learning Series (TMLS)

Sensitivity and Interpretability of AI Models in Regulated Industries

Explore sensitivity analysis for AI model interpretability in regulated industries. Learn design and implementation approaches using case studies from healthcare and human activity data.

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