Anomaly Detection Courses and Certifications

Introduction to Anomaly Detection in R

Learn statistical tests for identifying outliers and how to use sophisticated anomaly scoring algorithms.

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

Anomaly Detection in Python

Detect anomalies in your data analysis and expand your Python statistical toolkit in this four-hour course.

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

Build a Model for Anomaly Detection in Time Series Data

16 ratings at Pluralsight

In the real world, time series data is one of the most used and researched types of data, and anomaly detection in it has innumerable uses ranging from detecting fraud transactions, uncovering fraudulent insurance claims, and even detecting critical eq…

• Pluralsight
• 1 hour 14 minutes
• On-Demand
• Free Trial Available

tinyML

Amber - A Complete, ML-Based, Anomaly Detection Pipeline for Microcontrollers

Discover a complete ML-based anomaly detection pipeline for microcontrollers, featuring real-time sensor value processing, automatic hyperparameter tuning, and high-speed inference capabilities.

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

Hardware.ai

Wio Terminal TinyML Course - Anomaly Detection for Predictive Maintenance with Blynk IoT Platform

Learn to implement anomaly detection for predictive maintenance using Wio Terminal, TinyML, and Blynk IoT platform. Covers data collection, model training, testing, and integration with IoT systems.

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

New to Anomaly Detector: Multivariate Capabilities - AI Show Live Episode 11

Explore Anomaly Detector's new multivariate capabilities for detecting anomalies across multiple data streams. Learn about use cases, APIs, model training, and real-world applications in this informative session.

• YouTube
• 2 hours 5 minutes
• On-Demand
• Free Video

Anomaly Detection on Streaming Data Using Azure Databricks

Learn to detect numerical anomalies in streaming data using Azure Databricks and Anomaly Detector. Build an end-to-end solution for monitoring applications with real-time anomaly detection capabilities.

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

Association for Computing Machinery (ACM)

KDD 2020: Robust Deep Learning Methods for Anomaly Detection

Explore robust deep learning techniques for anomaly detection, focusing on auto-encoders and their applications in video surveillance and image analysis.

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

Databricks

Wizard Driven AI Anomaly Detection with Databricks in Azure

Explore wizard-driven AI anomaly detection for fraud prevention using Databricks. Learn unsupervised and supervised methods, aggregation frameworks, and human-in-the-loop feedback to improve models over time.

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

tinyML

TinyML Talks - On-Device Model Fine-Tuning for Industrial Anomaly Detection Applications

Explore on-device model fine-tuning for industrial anomaly detection, improving flexibility and adaptability of ML models while reducing infrastructure costs and operational efforts.

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

tinyML

Advanced Anomaly Detection Made Easy

Advanced anomaly detection techniques for embedded ML, focusing on custom DSP blocks, feature importance, and threshold optimization. Learn to implement these methods for various IoT applications using Edge Impulse.

• YouTube
• 1 hour
• On-Demand
• Free Video

Paul G. Allen School

PLSE Seminar Series - Alessandra Gorla - Mining Android Apps for Anomalous Behavior

Techniques for detecting suspicious behavior in Android apps by clustering based on advertised functionality and identifying outliers in API usage, with applications in malware detection.

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

Chemometrics & Machine Learning in Copenhagen

Anomaly Detection in Hyperspectral Imaging - Neal Gallagher

Explore advanced anomaly detection techniques in hyperspectral imaging, focusing on GLS, ELS, and WPCA methods for improved sensitivity and selectivity in detecting minor signals within complex mixtures.

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

Alan Turing Institute

MOSIP Research Platform - Integrating Anomaly Detection Prototypes into Centralized ID Systems

Explore novel anomaly detection methods for digital identity systems using autoencoders, with a focus on fraud prevention during registration in MOSIP architecture.

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

Alan Turing Institute

A Review of Machine Learning Techniques for Anomaly Detection - Dr. David Green

Explore machine learning techniques for anomaly detection, covering traditional methods, deep neural networks, and practical applications in various domains.

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