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sales forecasting with Prophet (data science deep-dive project part 1)

The Almost Astrophysicist 29,636 2 years ago
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#30daysofdata A full end-to-end machine learning project, data processing + cleaning, timeseries modeling with the Prophet model, and information on how I think about building ML pipelines out! I go into detail about my thought processes and all of the code for the timeseries Prophet model in a shareable jupyter notebook and have links below regarding fourier sums, time series modeling, types of time series, and for the data downloads! Join me for the 30 days of data series and learn how to think like a Data Scientist and get the right resources to learn about building your own end-to-end data science projects! Other videos you'll like!!! exactly what I do as a Data Scientist | 2.5 years of projects + roles https://youtu.be/--Lq9jFT7aI how to learn Data Science from scratch in 2023 https://youtu.be/kOOtg75iZJ4 real talk about my Data Scientist jobs + salary for entry level data science https://youtu.be/5O9abIxIqNA day in the life of a Data Scientist in Chicago https://youtu.be/K9ZW3BT-K8k day in the life of a Data Scientist at a tech start-up https://youtu.be/0-VMU9Im45I Why I Became a DATA SCIENTIST as a Physics Major https://youtu.be/nhdr7qrzU54 Jupyter Notebook Follow-Along: https://github.com/priyalingutla/30-Days-Of-Data/blob/main/DAY%201%20Forecasting%20%2330daysofdata.ipynb Kaggle Dataset Link: https://www.kaggle.com/competitions/store-sales-time-series-forecasting/data?select=train.csv Link for Timeseries From Scratch: https://towardsdatascience.com/time-series-from-scratch-decomposing-time-series-data-7b7ad0c30fe7#:~:text=a%20single%20season.-,Multiplicative%20trend%20and%20additive%20seasonality,of%20seasonal%20periods%20over%20time.&text=You%20can%20see%20how%20the%20trend%20is%20slightly%20curved. Prophet Documentation: https://facebook.github.io/prophet/docs/quick_start.html, https://facebook.github.io/prophet/docs/diagnostics.html Timestamps: 00:00 hello 🔅 01:34 timeseries forecasting 📚 02:08 deep dive 💡 ------------------------------------------------------------------------------------------------------------------------------------------- Welcome to my channel - College Tips From the Almost Astrophysicist! I'm Priya and I'm here to help you get into college. I'm a University of Chicago grad with an Astrophysics degree that currently works as a Data Scientist and I want to break down the college application process and tackle all of the misconceptions about college for you! Let me know in the comments section down below if you have any video requests, or just want to say hi! :) LinkedIn: https://www.linkedin.com/in/priya-l-520311145/ Instagram: https://www.instagram.com/plingutla/

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