Time Series Forecasting with Machine Learning

CodeEmporium
CodeEmporium
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Published 2021-01-19
INVESTING
[1] Webull (You can get 3 free stocks setting up a webull account today): a.webull.com/8XVa1znjYxio6ESdff

TIMESTAMPS
0:00 Introduction
1:51 Defining Problem
2:50 Understanding the Data
3:18 Analyzing Data (Trend, Seasonality)
4:40 Traditional Timeseries Forecasting (ARIMA, Prophet)
6:01 Univariate & Multivariate Time series
8:15 Time series with Machine Learning
9:02 Types of Time series models
11:05 Machine Learning Vs. Traditional Time Series


REFERENCES
[1] Math behind Facebook prophet: medium.com/future-vision/the-math-of-prophet-46864…
[2] Traditional time series analysis step by step: www.kaggle.com/freespirit08/time-series-for-beginn…
[2] Dealing with time series data: online.stat.psu.edu/stat510/lesson/1
[3] Catboost is slick : catboost.ai/docs/concepts/tutorials.html
All Comments (21)
  • @chinmayeejoshi4592
    I just want to say how much I love that it’s my grandma that has a laptop repair shop. 😍
  • @myal7532
    Thank you for this awesome video! I'm pretty new to ML and time series and this is so helpful and clear. I'm actually working on an assessment for a Data Analyst role that I'm interviewing for and I'm tasked with forecasting travel bookings. Glad I came across your video and excited to check out your other ones!
  • @krzysztof1156
    This is such a great video, I'm in the middle of writing my master thesis where I use timeseries and it helps a lot to understand the concepts.
  • @jasonsykes4199
    Don't stop making videos. You have a great teaching video.
  • @vincentguttmann2231
    I was looking for an introduction to time series forecasting for a personal project (gas price prediction, since gas prices here in Germany are kinda high), and this was the perfect primer for time-series forecasting. Not too dumbed down, and not too complicated. And, obviously a GREAT example.
  • @sauravdas9751
    This video is great! I loved how you have put down the different methods so clearly and their pros and cons. Cheers to more videos!! :)
  • @Shoaibkhan-oj3oe
    I loved this video. Such great information easily explained. Thankyou