When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Advanced Anomaly Detection & Recommendation Systems
Anomaly detection and recommendation systems are core components of today’s most advanced ecommerce, finance, and social media platforms. This course provides an in-depth exploration of...
Read MoreOverview
Anomaly detection and recommendation systems are core components of today’s most advanced ecommerce, finance, and social media platforms. This course provides an in-depth exploration of advanced techniques for identifying anomalies and building effective recommendation systems. Participants learn to apply statistical, machine learning, and deep learning methods to detect unusual patterns in data and create personalized recommendations. Through hands-on labs, they gain practical experience in implementing these techniques, preparing them to tackle real-world challenges in various domains.
Skills Gained
By the end of this course, participants will be able to:
- Detect anomalies to minimize financial losses and improve security
- Build recommendation systems to increase user engagement and sales
- Apply deep learning to enhance accuracy in detection and recommendations
- Address ethical considerations to maintain user trust and compliance
- Deploy and monitor models to ensure operational efficiency and effectiveness
Who Can Benefit
- Data Scientists & Analysts
- Software Developers
Prerequisites
- Practical Python experience
- Foundations of Predictive AI course or equivalent experience
Course Details
Software
All attendees must have a modern web browser and an Internet connection.
Understanding Anomalous Data
- Sources Of Anomalous Data
- Statistical Methods for Anomaly Detection
- Machine Learning Approaches for Anomaly Detection
- Deep Learning-Based Approaches
- Anomalies in Time-Series Data
- Handling Anomalies in Data Science Pipelines
- Real-World Applications of Anomaly Detection
Classical Anomaly Detection Techniques
- Statistical Techniques
- Distance-Based Techniques
- Clustering-Based Techniques
- Proximity-Based Techniques
- Time-Series Anomaly Detection Techniques
- Evaluation Metrics for Anomaly Detection
- Fairness, Bias, and Ethical Considerations
Deep Learning for Anomaly Detection
- Deep Anomaly Detection
- Types of Deep Anomaly Detection Models
- Training Strategies for Deep Anomaly Detection
- Evaluation Metrics for Anomaly Detection Models
- Case Studies & Real-World Applications
Building Recommendation Systems
- Content-Based Filtering
- Collaborative Filtering
- Matrix Factorization Techniques
- Deep Learning-Based Recommendation Systems
- Hybrid Recommendation Systems
- Evaluation Metrics for Recommendation Systems
- Case Studies & Real-World Applications
Modern Recommendation Techniques
- Deep Learning-Based Recommendation Systems
- Sequential & Session-Based Recommendations
- Graph-Based Recommendation Systems
- Reinforcement Learning for Recommendations
- Hybrid Recommendation Approaches
- Evaluation Metrics for Modern Recommender Systems
- Case Studies & Industry Applications
Evaluating and Deploying Anomaly Detection and Recommendation Systems
- Evaluating Anomaly Detection Models
- Evaluating Recommendation Systems
- Model Interpretability & Explainability
- Scaling & Deploying Anomaly Detection Systems
- Scaling & Deploying Recommendation Systems
- Case Studies & Real-World Deployments
Schedule
FAQ
Does the course schedule include a Lunchbreak?
Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.
What languages are used to deliver training?
Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.
What does GTR stand for?
GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
Does Ascendient Learning deliver group training?
Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.
What does vendor-authorized training mean?
As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.
Is the training too basic, or will you go deep into technology?
It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.
How up-to-date are your courses and support materials?
We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.
Are your instructors seasoned trainers who have deep knowledge of the training topic?
Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.
Do you provide hands-on training and exercises in an actual lab environment?
Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.
Will you customize the training for our company’s specific needs and goals?
We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.
How do I get started with certification?
Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.
Will I get access to content after I complete a course?
You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.
How do I request a W9 for Ascendient Learning?
View our filing status and how to request a W9.
Reviews
The technical data in the AWS Solutions Architect course was very thorough.
The course was informative, and I learnt a new skill. The instructor was up to the point.
The class was very vast paced however the teacher was very good at checking in on us while giving us time to complete the labs.
vary good online learning. instructor is vary good the way he explained every thing.
The exit certified aws course provided a good introduction to the tools available on aws.
