What is Time Series Analysis?

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What is a "time series" to begin with, and then what kind of analytics can you perform on it - and what use would the results be to you anyway? In this video, Martin explains how time series analysis can provide you with a glimpse into the future!

#timeseriesanalysis #arima #matlab #python #pandas
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Time series analysis

1: Components of TSA (Trend (direction of data), Seasonality (pattern of data), Cycle (bumps and boost in financial), Variation (unpredictable, noise, data behaviour difficult to classify).

2: Models: Like ARIMA (considering past values after future values; trends and seasons; smoothing noise), Exponential smoothing (does nos have seasonality, gives more weight to recent values model), …

3: Implementation: like Python using Pandas and Matplotlib libraries to preprocess and plot.

Whether to choose components and models depends on the problem we are choosing to solve…

karengomez
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Of all the IBM presenters, he's the best. Clear, great presence...and amusing in an understated way.

tyronefrielinghaus
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I am the accountant man. Just trying to changing career into Data Analyst, using the most current and advanced digital apps and tools for Data Analysis.
This is grade A-level presentation. Thank you very much.
[Greetings from Jakarta - Indonesia - South East Asian]

fajarsumiratbinmuhrip
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You guys are just awesome in breaking down complex topics to enjoyable ed videos, focus and scope are spot on 🎉 maybe I should try your Coursera certs - is it similar to your current style?

DAEMANN
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00:00 - 01:53 : Introduction
01:53 - 04:00 : Components
04:00 - 05:29 : Fundamental models
05:29 - 06:53 : Implementation
06:53 - 07:28 : Outro

Nicogs
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You got very good accent very good pleasing frequencies.. no nonsense technical subject you teach, overall you are a good teacher and I am happy I listened this lecture
🙏

riyyengar
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Bro just explained Time Series Analysis in the amount of time it would’ve taken my teacher to open their laptop

TheGibberingGoblin
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I like the explain time series in IBM when, bored in class 😅 thanks for teaching

razaqalghiffari
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wow so clear and short explanation, thank you

sanjaisrao
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What software do you prefer using when simulating time-series processes? I learned SAS (which I compare to an old lady), I prefer R but the output isn't so visual. Is there other better options

jl_MindfulMoves
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Bro just explained what my profs have been teaching an entire year in 7mins 😮 they too need to attend here.

abdulazizalfaifi
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awesome! can you do more videos on TS? and if possible transformers in TS?

anirbanc
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Great video, congrats! As introductory video, I have just missed the concept of autocorrelation (even in a qualitative manner), which differs time series analysis from a formal statistical analysis and makes a huge difference for forecasting.

seriestemporais
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so how do we solve these time series patterns using suitable machine algorithm who does we know it is suitable while actually machine learning algorithms makes suitable predictions

bussatharuni
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looking for a performance testing related detailed playlist

LearningLane
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Could you pls Talk more on times series real life applications

topher_prime
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is this guy writing backwards the whole tiem?

kmlumd
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is there any free software to run time series analysis? The ones you mentioned python etc? Any free softwares for students/acedima/researchers?

unnischoice
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He explained time series in 7 minutes vs my teacher who took 4 weeks to teach the same thing.

dipanjanpalchowdhury
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How can I get job at IBM, I am a java developer

WiseWords-ycoo