Time Series Analysis and Forecasting | Beginner Machine Learning Tutorial | Community Webinar

Video Description

An overview of time series analysis and forecasting. This talk is meant for individuals who are beginner data scientists with basic coding experience. Time series data problems are quite common and in demand. Time series analysis and models are used in areas such as finance, retail, human resources, environmental analysis, and more. The audience will be able to navigate, analyze, and model time series data, and apply these techniques to the problems of their choice. This webinar is meant for individuals who are beginner data scientists with basic coding experience. By the end of this webinar individuals will be able to: - Understand the basics of time series analysis and the related terminology - Use machine learning to create time series models - Forecast with, and validate these models - Make interactive dashboards There will also be an interactive exercise: A skeleton notebook and dashboard script will be provided. The data will be a financial set about stock prices. 0:00 Intro 2:03 Cross Sectional VS. Time Series 4:14 Why is Time Series Important 7:10 Creating Your Time Series Problem 10:52 Time Series Components 16:11 Decomposition Model 24:33 Autoregression 25:43 Moving Average 29:40 Stationarity and Augmented Dickey-Fuller Test 31:45 Integration - ARIMA Model 42:08 Residual Analysis 43:54 Ljung-Box Test 45:01 Aditional Questions 51:20 Autocorrelation Function 54:16 Interpretating ACF and PACF Plots 55:50 Interpreting Seasonal Orders 59:35 Conclusion 1:00:57 Q&A For more captivating community talks featuring renowned speakers, check out this playlist: https://youtube.com/playlist?list=PL8eNk_zTBST-EBv2LDSW9Wx_V4Gy5OPFT For further tutorials on the fundamentals of machine learning, check out this exclusive playlist: https://youtube.com/playlist?list=PL8eNk_zTBST-RTog7CPYvRfs1pYRWkPHG -- At Data Science Dojo, we believe data science is for everyone. Our data science trainings have been attended by more than 10,000 employees from over 2,500 companies globally, including many leaders in tech like Microsoft, Google, and Facebook. For more information please visit: https://hubs.la/Q01Z-13k0 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 💼 Get started in the world of data with our top-rated data science bootcamp: https://hubs.la/Q01ZZDpt0 💼 Master Python for data science, analytics, machine learning, and data engineering: https://hubs.la/Q01ZZD-s0 💼 Explore, analyze, and visualize your data with Power BI desktop: https://hubs.la/Q01ZZF8B0 -- Unleash your data science potential for FREE! Dive into our tutorials, events & courses today! 📚 Learn the essentials of data science and analytics with our data science tutorials: https://hubs.la/Q01ZZJJK0 📚 Stay ahead of the curve with the latest data science content, subscribe to our newsletter now: https://hubs.la/Q01ZZBy10 📚 Connect with other data scientists and AI professionals at our community events: https://hubs.la/Q01ZZLd80 📚 Checkout our free data science courses: https://hubs.la/Q01ZZMcm0 📚 Get your daily dose of data science with our trending blogs: https://hubs.la/Q01ZZMWl0 -- 📱 Social media links Connect with us: https://www.linkedin.com/company/data-science-dojo Follow us: https://twitter.com/DataScienceDojo Keep up with us: https://www.instagram.com/data_science_dojo/ Like us: https://www.facebook.com/datasciencedojo Find us: https://www.threads.net/@data_science_dojo -- Also, join our communities: LinkedIn: https://www.linkedin.com/groups/13601597/ Twitter: https://twitter.com/i/communities/1677363761399865344 Facebook: https://www.facebook.com/groups/AIandMachineLearningforEveryone/ Vimeo: https://vimeo.com/datasciencedojo Discord: https://discord.com/invite/tj8ken4Err _ Want to share your data science knowledge? Boost your profile and share your knowledge with our community: https://hubs.la/Q01ZZNCn0 #timeseriesanalysis #timeseries #datascience