What is Time Series Analysis?

Поділитися
Вставка
  • Опубліковано 27 гру 2024

КОМЕНТАРІ • 57

  • @tyronefrielinghaus3467
    @tyronefrielinghaus3467 Рік тому +126

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

  • @karengomez3143
    @karengomez3143 Рік тому +64

    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…

  • @Nicogs
    @Nicogs 9 місяців тому +8

    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

  • @TheGibberingGoblin
    @TheGibberingGoblin Рік тому +60

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

    • @enverpedro9751
      @enverpedro9751 Місяць тому

      i wrote exam on this took me 5hours to understand this when he does it in 7mins

  • @fajarsumiratbinmuhrip3426
    @fajarsumiratbinmuhrip3426 7 місяців тому +5

    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]

    • @al-ameenlakwaya7842
      @al-ameenlakwaya7842 4 місяці тому +1

      God evening, I'm Al-ameen from Kano state Nigeria. I'm a student trying to focus on data analysis, I need your guidance please as I can see you are directing towards becoming data analyst.
      Thank you.

  • @abdulazizalfaifi7228
    @abdulazizalfaifi7228 9 місяців тому +3

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

  • @abiofficial-ws7pn
    @abiofficial-ws7pn 3 місяці тому

    Of course, I came here for Time Series, but he is so soothing. Sometimes, I watch his explainers just for that.

  • @ShaminChokshi
    @ShaminChokshi 4 місяці тому

    This guy is a legend! Writes everything backwards and explains

  • @riyyengar
    @riyyengar 6 місяців тому +1

    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
    🙏

  • @user-rw6iw8jg2t
    @user-rw6iw8jg2t Місяць тому

    That's a pretty cool & simple explanation !

  • @seriestemporais
    @seriestemporais Рік тому +2

    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.

  • @razaqalghiffari9365
    @razaqalghiffari9365 Рік тому +2

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

  • @sanjaisrao484
    @sanjaisrao484 8 місяців тому +1

    wow so clear and short explanation, thank you

  • @Srj6662
    @Srj6662 10 місяців тому +1

    Nice explaination sir 😊

  • @princeofheaven19
    @princeofheaven19 Рік тому +5

    Better than my university professor

    • @laurynai
      @laurynai 11 місяців тому

      😂😂😂

  • @Slimgurl2290
    @Slimgurl2290 5 місяців тому

    Great Job explaining the components

  • @DAEMANN
    @DAEMANN Рік тому +4

    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?

  • @hewramanwaran6444
    @hewramanwaran6444 2 місяці тому

    Thanks a lot. I love your videos.

  • @habibmaryam
    @habibmaryam 3 місяці тому

    This was very helpful.

  • @SilasOgah-v7y
    @SilasOgah-v7y 2 місяці тому

    Thanks alot
    I learnt something today

  • @anirbanc88
    @anirbanc88 Рік тому +6

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

  • @dipanjanpalchowdhury6012
    @dipanjanpalchowdhury6012 7 місяців тому +2

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

  • @jl_MindfulMoves
    @jl_MindfulMoves Рік тому +1

    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

  • @kmlumd44
    @kmlumd44 9 місяців тому +34

    is this guy writing backwards the whole tiem?

    • @kashifaziz5019
      @kashifaziz5019 8 місяців тому +19

      The video is flipped

    • @kallan2255
      @kallan2255 5 місяців тому +14

      They write normally on a special piece of glass between the camera and the presenter. They then flip the video in post.
      Sometimes presenters will get shirts made with the logos printed backwards specifically for this.

    • @DreDr-jf3xq
      @DreDr-jf3xq 3 місяці тому

      seY

    • @kimhweeseet3809
      @kimhweeseet3809 2 місяці тому +1

      Anyone knows what is the software / hardware used for this?

  • @topher_prime4823
    @topher_prime4823 Рік тому +2

    Could you pls Talk more on times series real life applications

  • @bussatharuni609
    @bussatharuni609 Рік тому +1

    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

  • @fareidfareid6484
    @fareidfareid6484 Рік тому

    Thanks for your efforts

  • @gayathriramu8831
    @gayathriramu8831 Рік тому

    This is what I was searching for..

  • @unnischoice99
    @unnischoice99 10 місяців тому

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

  • @DataDrivenDev-d5u
    @DataDrivenDev-d5u 2 місяці тому

    Hello, how do i use models like AMIRA

  • @rogerzhou8987
    @rogerzhou8987 Рік тому +4

    Is he writing words backwards using his left hand? Amazing...

    • @IBMTechnology
      @IBMTechnology  Рік тому +5

      See ibm.biz/write-backwards

    • @Maria-yx4se
      @Maria-yx4se 4 місяці тому

      prolly he behind glass and they just invert the vid

  • @WiseWords-yc2oo
    @WiseWords-yc2oo Рік тому +2

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

  • @HiltonFernandes
    @HiltonFernandes 3 місяці тому

    It's a pity that in such a great, but short presentations, the great presenter could not mention the libraries that can help forecast the time series future values.

  • @LearningLane3456
    @LearningLane3456 Рік тому

    looking for a performance testing related detailed playlist

  • @mrburfer1224
    @mrburfer1224 8 місяців тому

    Sir do you cook?

  • @Flylikea
    @Flylikea Рік тому

    I have the time series, but now I need to build the model for analysis... otherwise, it looks like lines 😅

  • @charlesclager6808
    @charlesclager6808 Рік тому +1

    To me, time is a construct of the brain. When the brain ceases to function, time is gone.
    So what is the past, present and future ?
    Put simply, the past is what each one of us remembers. So the past is different for every human being alive.
    The present can be defined differently. To one person the present can be today, to another the present may defined as a week.
    To me, the present is perhaps a second, when the future time becomes the past time.
    So what is the future ? Again, time being a construct of the brain, the future is what we expect to happen. So again future time is different for everyone.
    So the inanity of time travel means that to whose time are we going to travel? Since everyone's past and future are different (in their brain) to whose past are you going to travel to ?
    We measure time to the atomic level. We have to measure time to survive. From the smallest amount, a second lets say. An hour, day, weeks months and so on. Our civilization depends on it. From our daily lives to our whole life plan.
    I could go on but these are just my thoughts for what they are worth.

    • @2godbeinfiniteglory
      @2godbeinfiniteglory Рік тому

      Okay, just want to understand how your take refers to time series analysis. Do you feel that its not as effective? due to the subjective nature of time perception across different people.

    • @borntodoit8744
      @borntodoit8744 6 місяців тому +1

      ​@@2godbeinfinitegloryset your scope for analysis
      this will ignore talking about time like Einstein (theoretical upper limits)
      and instead talk about it in engineering terms (practical accessible relevant limits)
      no need to talk about time so existentially
      the video was excellent
      stick to TS data helps predict trends, seasonality, cycles & variations

  • @CherryKH007
    @CherryKH007 11 місяців тому

    Can I have free course of this course as well as python?

  • @ethanwong3367
    @ethanwong3367 Рік тому +1

    how do u write on the screen like that? 🤪

  • @kellymihome7971
    @kellymihome7971 8 місяців тому

    I want to ask, how he write and then it could be shown us like a blackboard? what is the technique name? 🤣🤣

  • @poochRp
    @poochRp Рік тому

    how the duck can he write in screen?

    • @Rook_i_e
      @Rook_i_e 9 місяців тому

      duck around and find out