--- title: Predicting the Future: A Deep Dive into Time Series... description: Time series forecasting involves predicting future values based on past observations. Common techniques include ARIMA, exponential smoothing, machine learning... canonical: https://daily.dev/posts/predicting-the-future-a-deep-dive-into-time-series-forecasting-9sunvnkdl twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Predicting the Future: A Deep Dive into Time Series Forecasting | daily.dev og:description: Time series forecasting involves predicting future values based on past observations. Common techniques include ARIMA, exponential smoothing, machine learning... og:url: https://daily.dev/posts/predicting-the-future-a-deep-dive-into-time-series-forecasting-9sunvnkdl og:image: https://api.daily.dev/og/posts/9suNvNKdL.png og:image:alt: Predicting the Future: A Deep Dive into Time Series Forecasting og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Predicting the Future: A Deep Dive into Time Series Forecasting **[Python in Plain English](https://daily.dev/sources/inPlainEngHQ)** · 7 min read · 5 upvotes · 0 comments ## Summary Time series forecasting involves predicting future values based on past observations. Common techniques include ARIMA, exponential smoothing, machine learning models, Prophet, and LSTM. The post explains how to fetch data from an API and prepare it for time series forecasting using Python and Pandas. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#data-analysis](https://daily.dev/tags/data-analysis), [#pandas](https://daily.dev/tags/pandas), [#time-series-forecasting](https://daily.dev/tags/time-series-forecasting) [View this post on daily.dev](https://daily.dev/posts/predicting-the-future-a-deep-dive-into-time-series-forecasting-9sunvnkdl) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Predicting the Future: A Deep Dive into Time Series Forecasting","url":"https://daily.dev/posts/predicting-the-future-a-deep-dive-into-time-series-forecasting-9sunvnkdl","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/predicting-the-future-a-deep-dive-into-time-series-forecasting-9sunvnkdl"},"datePublished":"2024-03-28T01:18:12.751Z","dateModified":"2024-05-09T08:43:33.910Z","description":"Time series forecasting involves predicting future values based on past observations. 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