When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Advanced Time Series Analysis
Time series analysis and forecasting are essential for making informed decisions in fields such as finance, healthcare, and supply chain management. This time series analysis training course provides...
Read MoreOverview
Time series analysis and forecasting are essential for making informed decisions in fields such as finance, healthcare, and supply chain management. This time series analysis training course provides an in-depth exploration of advanced techniques for analyzing and forecasting time series data. Participants learn to apply statistical, machine learning, and deep learning methods to uncover patterns and make accurate predictions. Through hands-on labs, they gain practical experience in implementing these techniques, preparing them to tackle real-world challenges in time series analysis and forecasting.
Skills Gained
By the end of this course, participants will be able to:
- Analyze time series data to identify trends and patterns
- Apply advanced statistical methods for accurate forecasting
- Utilize machine learning and deep learning techniques for time series prediction
- Implement best practices for model evaluation and selection
- Deploy and monitor forecasting models to ensure reliability and accuracy
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 Time Series Data
- Introduction to Time Series Data and Applications
- Types of Time Series - Univariate, Multivariate, Seasonal
- Time Series Components - Trend, Seasonality, Cyclicity, Irregularity
- Time Series Visualization Techniques
- Time Series Data Preprocessing
Statistical Time Series Analysis
- Stationarity and Its Importance in Time Series
- Time Series Decomposition Methods
- Autocorrelation and Partial Autocorrelation Functions
- ARIMA Models - AR, MA, ARMA, and ARIMA Processes
- Model Selection Criteria and Evaluation
Deep Learning for Time Series
- Advantages of Deep Learning over Traditional Methods
- Feature Engineering for Time Series
- Recurrent Neural Networks (RNNs) and Their Variants
- Convolutional Neural Networks (CNNs) for Time Series
- Selecting the Appropriate Architecture
- Evaluating Time Series Models
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
They were very good. They made sure everyone was able to get into the training and got all of the material needed for class.
I liked the pace of the course. I like that I have more than instance to use the lab.
I was very satisfied about how the course was organized. Sean Did a very good work
Good training materials and lecture. And hands on lab and the instructor guiding was good.
the interface was super easy to use and the instructions to get ready for the course was also very simple and easy to understand.
