Training schedule

22 Nov - 25 Nov, 2022
Online, instructor-led / English


Contact Giovanni Lanzani, if you want to know more about custom data & AI training for your teams. He’ll be happy to help you!
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Data Science - Senior

What will the future hold?

Learn the steps to create a Time Series forecast. From inventory to website visitors, resource planning to financial data, time-series data is all around us. But how can you know what the future holds? This two-day course empowers you to go beyond “spotting trends” and make data-driven business forecasts.

Clients we've helped

  • Instruqt GoDataDriven
  • Fivetran logo

What you'll learn

  • How to effectively handle time-series data
  • Python utilities that make working with time-series a breeze
  • Why model validation with time-series data cannot follow the traditional machine learning methodology
  • Time Series Forecasting Models in Python

  • How to determine which model best suits particular time series data
  • Why feature engineering is fundamental to the success of your modeling
  • How to incorporate seasonality into your models

The schedule

Day 1

The program consists of eleven blocks. Each block consists of a theory component and a hands-on lab.

  • Time features encoding and formatting;
  • Pandas time series features (smoothing, resampling, re-weighting);
  • Sessionization and holiday detection
  • Feature Engineering for time series
  • Additive vs Multiplicative features
  • Error-Trend-Seasonality Decomposition;
Day 2
  • Seasonality estimation;
  • Forecast evaluation and model selection;
  • Forecasting with Prophet;
  • Switch-point Detection;
  • Outlier Detection.

learning journey

Data Science Learning Journey

meet your trainer

Marysia Winkels

Data Scientist

Marysia is a data scientist who is proud to work on any AI application that can provide solutions to real-world problems. She is always eager to learn from, and be inspired by, her peers.

Flexible delivery

The Right Format For Your Preferred Learning Style

In-Classroom & In-Company Training
Online, Instructor-Led Training
Hybrid and Blended Learning
Self-Paced Training
Get in touch with the experts

Have any questions?

Contact Giovanni Lanzani, our Managing Director of Learning and Development, if you want to know more. He’ll be happy to help you!

Call me back

You can reach him out by phone as well at +31 6 51 20 6163

Course: Practical Time Series Analysis & Forecasting Training

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