Detecting anomalies using Isolation Trees: Practical Machine Learning

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  • Опубліковано 5 жов 2024

КОМЕНТАРІ • 71

  • @shivankrastogi8453
    @shivankrastogi8453 5 років тому +9

    The best thing about your videos is that along with quality content you always add Humour element to it

  • @mohdanaskhan7203
    @mohdanaskhan7203 5 років тому +14

    Bro, you are a pro in making people understand the core of the problem. We want a complete Machine Learning Playlist with such interesting videos. Soon 100k , More success to you :)

  • @animeshsharma7332
    @animeshsharma7332 5 років тому +10

    Can you please make videos teaching the maths required for machine learning and data science. That will really help cause you teach well and everything you teach sticks to my mind

    • @gkcs
      @gkcs  5 років тому +5

      I am working on a ML playlist! Super excited about it :D

    • @deeppatel9870
      @deeppatel9870 5 років тому +2

      The required mathematics for ML is Statistics and probability theorie, Multi variable Calculus and Linear Algebra
      You can learn Calculus from 3blue1brown and For linear algebra u can take Mit course

  • @nicestcatoutthere3221
    @nicestcatoutthere3221 3 роки тому +2

    Bro you're the nicest mentor out there.

  • @tehminakakar8753
    @tehminakakar8753 5 років тому +21

    Thank you for your lectures. Can you make the lecture videos of Machine Learning for Beginners.I know that there are plenty of tutorials but i found yours lecture easy to understand. S please give it a try.
    P.S. I'm new to your channel.

    • @gkcs
      @gkcs  5 років тому +4

      Thanks Tehmina!
      I'll try 😁

  • @chiranjeevisaride
    @chiranjeevisaride 5 років тому

    Using Relic or App Dynamics u can setup alerts on various services to various Media. It also provides Performance matrix. New Relic/ App Dynamics behind the scenes use ML to detect the crashes or Errors/Exceptions produced on the services

  • @tharindubandarahewage6269
    @tharindubandarahewage6269 4 роки тому

    Simple and very understandable! Thank you Gaurav!

  • @varunmundale4627
    @varunmundale4627 3 роки тому

    Relatable AF! Once I was Oncall , my battery drained out ringing , phone switched off, only to realize it was false alarm

  • @shylilak
    @shylilak 2 роки тому

    Thanks for this great explanation!!

  • @monkey.d.gojira
    @monkey.d.gojira 10 місяців тому

    I love the way you explain

  • @UntamedRogueMavrick
    @UntamedRogueMavrick 5 років тому

    Hi Gaurav, Prashant here great fan of yours, and you are my source of truth of understanding system design. I want to understand how does Uber works. Can you please help ?

  • @YogeshPersonalChannel
    @YogeshPersonalChannel 5 років тому +1

    While near the water cooler...
    "Why does Gaurav keep talking to himself in the meeting room."

    • @gkcs
      @gkcs  5 років тому

      Hahaha!
      That does happen :P

  • @ShahbazKhan275817
    @ShahbazKhan275817 5 років тому +1

    Hey Gaurav,
    The isolation trees algo seems a lot similar decision trees. Can you tell in very brief 1 or 2 differences between the two?

  • @sagarghare9829
    @sagarghare9829 5 років тому

    i love this . gaurav you are amazing. please guide us how do you learn this complex topic and where do you find it. so i improve my self.

  • @parbhakarheman
    @parbhakarheman 5 років тому +1

    You should start you own course where you give all the indepth of server s opeeations.

    • @gkcs
      @gkcs  5 років тому +2

      Maybe some day :)

    • @parbhakarheman
      @parbhakarheman 5 років тому +1

      @@gkcs will be the first person to the avail the course.

  • @roushanraj8530
    @roushanraj8530 3 роки тому

    Hello Gaurav, i love your contents, i think i want to ask is that, does your course contains LLD as well as HLD design also in detail ? And you are continuously adding videos in that course in same subscription right.....?

    • @gkcs
      @gkcs  3 роки тому

      Yes to both questions 👍

  • @vinitp2004
    @vinitp2004 3 роки тому

    Buy house vs buy Health insurance..lol. Awesome video.

  • @RAJATTHEPAGAL
    @RAJATTHEPAGAL 5 років тому

    We need more 😀 ML in server/system engineering content. 😶 These are the kind of stuff no one talks about or atleast generally taught. Only experience and hands on work can teach 😀

  • @mrmca1
    @mrmca1 5 років тому

    Bhai... 100k Subs ho gye... Mubarak ho... Silver Button aayegi toh live unboxing krna.. :D and yeah... Do a Q&A session.

  • @shubhambansal5487
    @shubhambansal5487 5 років тому +1

    How do you get all these info very deeply?

  • @krishnaverma1042
    @krishnaverma1042 5 років тому +1

    Hello sir I'm new in this sector I want know the exact path to learn Ai or ML. Currently I'm learning php for web development. Plz

  • @GlassScissors
    @GlassScissors 5 років тому

    Thank you for the summary. I am actually currently writing a paper on unsupervised anomaly detection on time series and appreciate the links you provide. Do you maybe want to exchange notes and sources?

    • @gkcs
      @gkcs  5 років тому

      Sure, tell us :)
      I have the links mentioned in the description.

    • @GlassScissors
      @GlassScissors 5 років тому +1

      Here we go :)
      A nice summary of resources for anomaly detection:
      github.com/yzhao062/anomaly-detection-resources
      Luminol is a light weight python lib made open source by LinkedIn:
      github.com/linkedin/luminol
      Isolation Forest anomaly detection with H20:
      www.h2o.ai/blog/anomaly-detection-with-isolation-forests-using-h2o/
      It becomes really interesting when one starts analyzing multivariate time series.
      Defining features in a multivariate time series context can be challenging,
      therefore using ML for feature extraction is a good idea:
      github.com/blue-yonder/tsfresh
      If any of you are writing a paper or doing research for a project I suggest visiting:
      paperswithcode.com
      Great papers available as pdf with functioning github repos.

  • @sadafsadafi4290
    @sadafsadafi4290 Рік тому

    love your intro part haha

  • @PrateekAdhalakha
    @PrateekAdhalakha Рік тому

    college me aise teachers ho to roj college jau

  • @PrinceKumar-no3uo
    @PrinceKumar-no3uo 5 років тому

    You are my inspiration dude

  • @marlegagaming1274
    @marlegagaming1274 5 років тому +1

    Gkcs - Can you make a video or explain by commenting on how the load balancers and routing to particular data center while one is down and we have to divert traffic to an another DC at Network Level ? I was asked in an interview and I choked, thanks in advance

    • @gkcs
      @gkcs  5 років тому +1

      It's complicated, maybe I can make a video on this :)

    • @marlegagaming1274
      @marlegagaming1274 5 років тому

      @@gkcs Thanks Mate, will be waiting 💖

  • @karthikreddy2017
    @karthikreddy2017 5 років тому

    Is isolation tree a specialization of decision tree? A peer of random forests et al?

  • @anishtaneja5665
    @anishtaneja5665 5 років тому +1

    Thanks for this. video Gaurav. :)
    But still waiting for your microservices masterpiece - in depth video. :)

    • @gkcs
      @gkcs  5 років тому +1

      I am still working on it :)

  • @Abhi-bv2eb
    @Abhi-bv2eb 5 років тому +2

    Is django is a good for full stack web development??

    • @utkarshsrivastava2107
      @utkarshsrivastava2107 5 років тому +1

      I don't know much about django but I guess it can only be designed in a monolithic pattern. I am currently designing a web application where I am spinning up my ML model on flask server while other I/O queries are being handled by NodeJS.

    • @kurianbenoy9369
      @kurianbenoy9369 5 років тому

      @@utkarshsrivastava2107 you can deploy django as microservices as well. Also I guess what you wished to mention is Nodejs is asynchronous which can be implemented in django using some third party libraries.
      Django is still hugely relevant for web Development for backend

    • @utkarshsrivastava2107
      @utkarshsrivastava2107 5 років тому

      @@kurianbenoy9369 Actually what I meant was to run django application server in a docker container with some port exposed and running Node.js for I/O (as you mentioned due to its asynchronous nature) in another docker container. I didnt know that I can use microservices patterns in django, thanks for letting me know. What I did was to orchestrate containers using kubernetes so that I can simply spin as many flask containers as I want (According to the load actually). I wonder now if it is over done.

  • @Blebona
    @Blebona 4 роки тому

    how would you implement isolation trees for series data? Using the server example in the biginning where all you had is it's 'load' over time.

  • @total_breathing
    @total_breathing 5 років тому

    Hey bro can you tell me which skill can get me a job i have no experience in it field but I'm interested

  • @ramakrishnan707
    @ramakrishnan707 5 років тому

    Hi dude, can you give preception on this scenario, here I m using spring boot Application whenever any application properties file changes/update it required restart and deployment is happening on open shift.
    Thanks still this out context question. But after seeing this I m endup with this question too...

  • @cecilia.f0
    @cecilia.f0 2 роки тому

    omg that intro i love it

  • @RaviBedre90
    @RaviBedre90 4 роки тому

    Nice Explanation....can we add each others channel as a featured channel? wanted to know your thoughts...

  • @nirupam89
    @nirupam89 5 років тому

    How to generate the isolation tree?

  • @luckysoni1050
    @luckysoni1050 5 років тому +1

    Sir i completed 2 year.. I am still noob.. I need guidance... I need to talk.. Can i get any way to talk

  • @vedant6460
    @vedant6460 Рік тому

    thnanks

  • @br4676
    @br4676 5 років тому

    very good sir

  • @anandrajelu
    @anandrajelu 5 років тому +1

    Nice intro

  • @sumiad
    @sumiad 5 років тому +1

    👍👍👍

  • @blasttrash
    @blasttrash 5 років тому

    No one yet is talking about those oscar level scene choreography at the start? ok...

    • @gkcs
      @gkcs  5 років тому

      Hahaha!
      They seem accustomed to it :P

    • @dhritishmansarmah2496
      @dhritishmansarmah2496 5 років тому

      the most dramatic bottle drop in the history of UA-cam

  • @atulquest93
    @atulquest93 5 років тому +2

    In memory of made me laugh so hard 🤣🤣

    • @gkcs
      @gkcs  5 років тому

      :P

  • @alokporwal007
    @alokporwal007 3 роки тому

    Me After watching first 0:30 seconds....
    GAURAV KINDLY MAKE MOVIES BRUH!!!

    • @gkcs
      @gkcs  3 роки тому +1

      Hahaha 🙈😂

    • @alokporwal007
      @alokporwal007 3 роки тому

      @@gkcs Your system design playlist helped me clear interviews and get an amazing offer. Thanks!
      For quick revision, I had created hand written notes for the entire playlist. I would like to share it with our community. Is there someway I could share a PDF with you?
      Please accept my linkedin follow request - www.linkedin.com/in/alok-porwal/ and I will drop the PDF to you.

  • @rahular4238
    @rahular4238 5 років тому

    Bro u like Vaibhav Pandey in Kota factory 😂😂

  • @vaibhavdeshmukh7900
    @vaibhavdeshmukh7900 5 років тому

    haha...Deja vu!! XD