- Promoted by: Anonymous
- Platform: Udemy
- Category: Other IT & Software
- Language: English
- Instructor: Muhammad Shafiq
- Duration:
- Student(s): 297
- Rate 0 Of 5 From 0 Votes
- Expires on: 2025/11/10
-
Price:
19.990
Anomaly Detection & Outlier Analytics: Mastering Isolation Forest, One-Class SVM, LOF, and Time Series for Fraud.
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This course, boasting a 0.0-star rating from 0 reviews
and with 297 enrolled students, provides comprehensive training in Other IT & Software.
Spanning approximately
, this course is delivered in English
and we updated the information on November 06, 2025.
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Certified Anomaly Detection Expert: Project-Based Training
This isn't just a course; it's a project-based certification designed to make you an expert in Anomaly Detection & Outlier Analytics. Mastering anomaly detection is crucial for stopping fraud, securing systems against intrusions, and enabling precise predictive maintenance.
We move far beyond basic statistics straight into state-of-the-art machine learning. The core of this program is practical application using Python, Scikit-learn, and specialized libraries like PyOD. You’ll tackle real-world case studies, including credit card fraud and industrial equipment failure prediction using actual datasets. This hands-on approach ensures you gain skills immediately applicable in the industry.
The curriculum systematically covers supervised, unsupervised, and semi-supervised techniques. You'll dive deep into essential algorithms like Isolation Forest (iForest), Local Outlier Factor (LOF), and One-Class SVM (OC-SVM). We also cover advanced methods for time series data, including deep learning approaches. We emphasize proper data preparation and feature engineering, which are vital for model success.
Upon completion, you won't just know the concepts; you'll be ready for production-level deployment. You'll be proficient in model building, result interpretation, and expertly handling the tough challenge of class imbalance inherent in outlier problems. This expertise will make you a highly sought-after specialist in any data science team. Get certified and transform your career.