Hyperparameter Tuning and Regularization for Time Series Model Using Prophet in Python

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http://youtube.com/watch?v=SZLuawTkhFw

In this tutorial, we will talk about hyperparameter tuning and regularization for time series model using prophet in Python. You will learn: • 👉 What are the hyperparameters for a prophet time series model? • 👉 Among all the hyperparameters, what hyperparameters should be tuned, and what hyperparameters are better not to be tuned? • 👉 Among all the hyperparameters that should be tuned, what hyperparameters should be tuned automatically vs. manually? • 👉 How are hyperparameter tunings related to regularization? • 👉 How does data transformation impact the model performance? • ⏰ Timecodes ⏰ • 0:00 - Intro • 0:49 - Step 0: Overview of All the Hyperparameters for a Prophet Model • 7:20 - Step 1: Install and Import Libraries • 8:23 - Step 2: Pull Data • 9:38 - Step 3: Baseline Model Using Default Hyperparameters • 13:03 - Step 4: Models with Manual Hyperparameter Changes • 15:24 - Step 5: Automatic Hyperparameter Tuning • 16:47 - Step 6: Automatic Hyperparameter Tuning using Log Data • ❤️ Blog post with code for this video: / hyperparameter-tuning-and-regularization-f... • 📒 Colab notebook: https://mailchi.mp/a2be72609c4b/10gxq... • 🚛 GrabNGoInfo Machine Learning Tutorials Inventory: / grabngoinfo-machine-learning-tutorials-inv... • 🏪 Purchase data science and computer science themed products in my Amazon store: https://amzn.to/40HUTsl • 🙏 Give me a tip to show your appreciation: https://www.paypal.com/donate/?hosted... • ✅ Join Medium Membership: If you are not a Medium member and would like to support me as a writer (😄 Buy me a cup of coffee ☕), join Medium membership through this link: / membership • You will get full access to posts on Medium for $5 per month, and I will receive a portion of it. Thank you for your support! • 🎞️ Time series playlist: • Time Series • 🔥 Check out more machine learning tutorials on my website! • https://grabngoinfo.com/tutorials/ • 🛎️ SUBSCRIBE to GrabNGoInfo https://bit.ly/3keifBY • 📧 CONTACT me at mailto:[email protected] • 👩🏻‍💻 Follow me on LinkedIn: / grabngoinfo • 📣 Speech software used in the video: Descript https://www.descript.com/?lmref=h7XYQw • #timeseries #timeseriesanalysis #machinelearning #datascience #GrabNGoInfo

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