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886 avaliações

Master Time Series Analysis and Forecasting with Python 2025

Time Series with Deep Learning (LSTM, TFT, N-BEATS), GenAI (Amazon Chronos), Prophet, Silverkite, ARIMA. Demand Forecast
  • Descrição
  • Currículo
  • FAQ
  • Revisões
  Tempo de leitura 2 minutes

Updates December 2024:

  • Amazon AutoGluon launched

  • Library requirements.txt file for all sections added

Updates October 2024:

  • Amazon Chronos launched

  • N-BEATS launched

Updates September 2024:

  • TFT and TFT Capstone Project added

Updates August 2024:

  • Course remade 100%

  • Silverkite, LSTM and Projects added

Welcome to the most exciting online course about Forecasting Models in Python. I will show everything you need to know to understand the now and predict the future.

Forecasting is always sexy – knowing what will happen usually drops jaws and earns admiration. On top, it is fundamental in the business world. Companies always provide Revenue growth and EBIT estimates, which are based on forecasts. Who is doing them? Well, that could be you!

WHY SHOULD YOU ENROLL IN THIS COURSE?

Master the Intuition Behind Forecasting Models

No need to get bogged down in complex math. This course emphasizes understanding the why behind each model. We simplify the concepts with clear explanations, intuitive visuals, and real-world examples—focusing on what really matters so you can apply these techniques confidently.

Comprehensive Coverage of Cutting-Edge Techniques

You’ll dive deep into the most advanced and sought-after time series forecasting methods that are crucial in today’s data-driven world:

  • Exponential Smoothing & Holt-Winters: Perfect for handling trends and seasonality in your data.

  • Advanced ARIMA Models (SARIMA & SARIMAX): Master these foundational models and learn how to incorporate external variables for enhanced forecasts.

  • Facebook Prophet: Make robust, high-accuracy forecasts with minimal data preparation.

  • Temporal Fusion Transformers (TFT): Leverage state-of-the-art deep learning techniques to forecast multiple time series with high accuracy.

  • LinkedIn Silverkite: Understand and apply this powerful, flexible model for accurate predictions in various contexts.

  • N-BEATS: Utilize cutting-edge neural network models for handling a variety of time series forecasting challenges.

  • GenAI with Amazon Chronos: Explore how generative AI is revolutionizing forecasting with models like Amazon Chronos.

Code Python Together, Line by Line

We’ll code together, ensuring you understand each step of the process. From data preparation to model implementation, you’ll learn how to write and refine every line of Python code needed to master these forecasting techniques.

Practice, Practice, Practice

Each lesson includes hands-on challenges and case studies, allowing you to immediately apply what you’ve learned. You’ll work with real datasets, solving real-world problems, and solidifying your skills through practical application.

Are You Ready to Predict the Future?

Did I spike your interest? Join me and learn how to predict the future!

Introduction to Time Series Forecasting
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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