Time Series Forecasting Course - Now Available

Written by Matt Dancho


The High-Performance Time Series Forecasting Course is an amazing course designed to teach Business Analysts and Data Scientists how to reduce forecast error using state-of-the-art forecasting techniques that have won competitions. You'll undergo a complete transformation learning the most in-demand skills that organizations need right now. Time to accelerate your career.

Become the Time Series Expert
for your organization

The High-Performance Time Series Forecasting Course is crafted for Business Analysts and Data Scientists that need to reduce forecast error and scale results for your organization.




Discover What's Inside the High-Performance Time Series Forecasting Course

Undergo a Complete Transformation
By learning forecasting techniques that get results

With High-Performance Forecasting, you will undergo a complete transformation by learning the most in-demand skills for creating high-accuracy forecasts.

Through this course, you will learn and apply:

  • Machine Learning & Deep Learning
  • Feature Engineering
  • Visualization & Data Wrangling
  • Transformations
  • Hyper Parameter Tuning
  • Forecasting at Scale (Time Series Groups)

How it works

Your path to becoming an Expert Forecaster is simplified into 3 streamlined steps.

1

Time Series Feature Engineering

2

Machine Learning for Time Series

3

Deep Learning for Time Series

Part 1

Time Series Feature Engineering

First, we build your time series feature engineering skills. You learn:

  • Visualization: Identifying features visually using the most effective plotting techniques
  • Data Wrangling: Aggregating, padding, cleaning, and extending time series data
  • Transformations: Rolling, Lagging, Differencing, Creating Fourier Series, and more
  • Feature Engineering: Over 3-hours of content on introductory and advanced feature engineering


Part 2

Machine Learning for Time Series

Next, we build your time series machine learning skills. You learn:

  • 17 Algorithms: 8 hours of content on 17 TOP Algorithms. Divided into 5 groups:
    • ARIMA
    • Prophet
    • Exponential Smoothing - ETS, TBATS, Seasonal Decomposition
    • Machine Learning - Elastic Net, MARS, SVM, KNN, Random Forest, XGBOOST, Cubist, NNET & NNETAR
    • Boosted Algorithms - Prophet Boost & ARIMA Boost
  • Hyper Parameter Tuning: Strategies to reduce overfitting & increase model performance
  • Time Series Groups: Scale your analysis from one time series to hundreds
  • Parallel Processing: Needed to speed up hyper parameter tuning and forecasting at scale
  • Ensembling: Combining many algorithms into a single super learner


Part 3

Deep Learning for Time Series

Next, we build your time series deep learning skills. You learn:

  • GluonTS: A state-of-the-art forecasting package that's built on top of mxnet (made by Amazon)
  • Algorithms: Learn DeepAR, DeepVAR, NBEATS, and more!


Challenges & Cheat Sheets

Next, we build your time series machine learning skills. You learn:

  • Cheat Sheets: Developed to make your forecasting workflow reproducible on any problem
  • Challenges: Designed to test your abilities & solidify your knowledge


Summary of what you get

  • A methodical training plan that goes from concept to production ($10,000 value)
    • Part 1 - Feature Engineering with Timetk
    • Part 2 - Machine Learning with Modeltime
    • Part 3 - Deep Learning with GluonTS - Several Hours
    • Challenges & Cheat Sheets

You can go straight to the course here, but first, read on to learn about the amazing 5-Course R-Track Bundle - A Complete Learning Path!

The 5-Course R-Track System
A Complete Learning System

This is our NEW 5-Course R-Track System: A complete program to go from beginner to expert in 6-months or less, plus learn web apps with AWS cloud technology.


NEW - 5-Course R-Track System

With the 5-Course R-Track System, you get:

  • Data Science Foundations (DS4B 101-R, Beginner)

  • Predictive Shiny Web Applications (DS4B 102-R, Intermediate)

  • Advanced Machine Learning & Business Consulting (DS4B 201-R, Advanced)

  • Expert Shiny Developer with AWS (DS4B 202A-R, Advanced)

  • [NEW] High-Performance Time Series Forecasting (DS4B 203-R, Advanced)

Go from Beginner to Expert Forecaster
with One Complete System

Career Acceleration Begins in Right Now: Iā€™m super excited to help you learn the data science skills needed to accelerate your career. Start your journey with our 5-Course R-Track System.

Get Started Today!