Log normal distribution | Math, Statistics for data science, machine learning

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codebasics

codebasics

Күн бұрын

Пікірлер: 87
@ifeanyimoses7140
@ifeanyimoses7140 2 жыл бұрын
wow, the way he explicitly communicated the meaning of a log-normal distribution, so many lecturers keep confusing me until now. Thank you so much
@abhijeetjain2098
@abhijeetjain2098 3 жыл бұрын
Lognormal is extremely useful when analyzing stock prices. As long as the growth factor used is assumed to be normally distributed (as we assume with the rate of return), then the lognormal distribution makes sense. The normal distribution cannot be used to model stock prices because it has a negative side, and stock prices cannot fall below zero.
@einsteinwallah2
@einsteinwallah2 3 жыл бұрын
abhijeet if you have two prices of an asset delta_t apart S(t) and S(t+delta_t) in time then ratio S(t+delta_t)/S(t) can be modeled as a e^(r*delta_t) if asset grows with 100% certainty at rate r [here e is exponential e~2.718281828] ... when 100% certainty is not there then there is a variance term in exponent of e ... in that case ratio could be modeled as e^(r*delta_t+v*delta_t*randomness) ... see this page on wikipedia: en.wikipedia.org/wiki/Geometric_Brownian_motion
@boojaado
@boojaado 3 жыл бұрын
both of you are correct. reminds me of my days at School of Mines.
@AbhyudayaRanglani
@AbhyudayaRanglani 3 жыл бұрын
Appreciate the way you answer the “so-what?” questions, Dhaval. That’s one aspect of ML/DL instruction most tutorials frequently miss out out on. Kudos!
@vishalbhapkar2359
@vishalbhapkar2359 3 жыл бұрын
Hello Dhaval Sir,please keep uploading videos of this series , as for beginners of data science students, your simple explanation is very helpful, thanks
@shashankbangera7753
@shashankbangera7753 2 жыл бұрын
I just came across this problem and your video helped me to understand the concept! Thank you very much!!
@pedramahariri
@pedramahariri 10 ай бұрын
Thanks for your great explanation! Really helpful, brief, and to the point.
@habeebkaradan3426
@habeebkaradan3426 Жыл бұрын
Your classes are amazing, anybody can understand with examples you are taking
@hiteshsingh9859
@hiteshsingh9859 3 жыл бұрын
Please sir complete this series as much as possible . Thank you for all your efforts
@smartestmanalive985
@smartestmanalive985 Ай бұрын
Brilliant video. Greetings from Brazil
@christopherbarrett9900
@christopherbarrett9900 8 ай бұрын
Very nice, thanks!
@rishavbhattacharjee7182
@rishavbhattacharjee7182 3 жыл бұрын
Linear Algebra and Calculus course next too sir?😁
@rishavbhattacharjee7182
@rishavbhattacharjee7182 3 жыл бұрын
I mean ofcourse after this series is fully completed sir...
@ctrlaltdelicious6072
@ctrlaltdelicious6072 3 жыл бұрын
first time in my life that i understand this
@felipegutierre7037
@felipegutierre7037 Жыл бұрын
Amazing, thank you very much! I was studying the Log function in Math because it's used in Data Analaytics. I just couldn't clearly understand where I could use this. You video helped make it all clear to me now! Thanks a lot =D
@sanghoonpark334
@sanghoonpark334 3 жыл бұрын
Thank you for explaining the concept of log normal distribution well.
@troubution
@troubution 3 жыл бұрын
Hi Dhaval I hope you are doing good and safe. This is what I love in your teaching Dhaval, your explanation is super smooth, anyone can understand this. Generally who are afraid of maths and stats I recommend them to watch codebasics maths and stats playlist. Thanks for this initiative Dhaval.
@codebasics
@codebasics 3 жыл бұрын
Thanks chinmaya for your kind words. Hope you are doing well buddy ☺️🙏
@luzhang9763
@luzhang9763 Жыл бұрын
Really appreciate your great work and simple explanation! I now have a better understanding.
@codebasics
@codebasics Жыл бұрын
Glad you liked it ! 😊
@dineshkumar-dg9ml
@dineshkumar-dg9ml 3 жыл бұрын
Completed this playlist..Really great. thank you so much.eagelry waiting for your next videos
@mosam4754
@mosam4754 3 жыл бұрын
Please complete this playlist as soon as possible. It will very helpful for the learners.
@YASHSHARMA-hi9uf
@YASHSHARMA-hi9uf Жыл бұрын
Log normal is also useful in measuring Claim Size for insurance company as it has range from 0 to infinity
@ssaaajdijj
@ssaaajdijj 3 жыл бұрын
Simple and easy to understand. Thanks !
@universal4334
@universal4334 3 жыл бұрын
Please do a video per day so you can easily educate many Noobs to data science experts ..
@CristianIntriago_
@CristianIntriago_ Жыл бұрын
awesome explanation!!!
@marioandresheviacavieres1923
@marioandresheviacavieres1923 2 жыл бұрын
Thanks fpr your time!! good explanation :)
@shahrahman2417
@shahrahman2417 2 жыл бұрын
very well explained. your examples are awesome. very practical and easy to understand. keep up the good work
@codebasics
@codebasics 2 жыл бұрын
Glad it was helpful!
@lubinepurple6034
@lubinepurple6034 3 жыл бұрын
love the explanation, so easy to understand
@codebasics
@codebasics 3 жыл бұрын
Glad it was helpful!
@EagleLogic
@EagleLogic 2 жыл бұрын
Fantastic video. Most intuitive explanation online. I subscribed.
@alicet275
@alicet275 Жыл бұрын
Thank you for the great video!
@mbt4482
@mbt4482 Жыл бұрын
In case of the credit approval model example, why don't we remove Poojas data since her income is definitly an outlier? what are the scenarios we use log value vs remove outliers?
@imadsaddik
@imadsaddik 2 жыл бұрын
Thank you this was clear.
@amandhiman2096
@amandhiman2096 3 жыл бұрын
Sir, can you make a video on the important topic of ML,Statistics and Deep learning for the data Scientist ?
@marcastro8052
@marcastro8052 2 жыл бұрын
Thank you sir, good demo
@arpittrivedi6636
@arpittrivedi6636 2 жыл бұрын
Nice explanation
@himanshusemwal1889
@himanshusemwal1889 3 жыл бұрын
GREAT WORK!!!!
@surajkhanna1129
@surajkhanna1129 3 жыл бұрын
Great video! Most of the data here was right skewed..so this log normal transformation also works for left skewed?
@ayushsingh-qn8sb
@ayushsingh-qn8sb 3 жыл бұрын
I don't think so .....it would result in an even more left skewed distribution
@ahmedel-sinousy4848
@ahmedel-sinousy4848 2 жыл бұрын
thank you so much😍
@arunadang7872
@arunadang7872 3 жыл бұрын
Really good lectures. Can we have full playlist on statics?
@bastih9816
@bastih9816 3 жыл бұрын
very informative
@mvcutube
@mvcutube 3 жыл бұрын
Thanks for such a nice video.
@codebasics
@codebasics 3 жыл бұрын
I am glad you liked it
@LearnAtHomewithGulshan
@LearnAtHomewithGulshan 3 жыл бұрын
Please make more videos. All are good
@codebasics
@codebasics 3 жыл бұрын
Yes I will
@ArunkumarMTamil
@ArunkumarMTamil Жыл бұрын
Can we use minmaxScaler or standardscaler instead of log?
@kepecos
@kepecos Жыл бұрын
Pooja, what is this behaviour????? ❤
@vanessasiqueira4002
@vanessasiqueira4002 Жыл бұрын
Hi,It is possible generating random variables in excel from truncated normal distribution?
@reserch1098
@reserch1098 3 жыл бұрын
Hi do you implement any hybrid machine learning models? collaborative filtering, rule based classification, and association rule coding....
@abdul_b
@abdul_b 3 жыл бұрын
Can you please make a video on ANOVA?
@mohammedjouhar6363
@mohammedjouhar6363 3 жыл бұрын
Thank you for this playlist.. a quick question, will you upload more videos on this playlist ? or can you suggest a place where I can learn other stats topics like Probabilities and hypothesis testing?
@sandipgundavade4256
@sandipgundavade4256 3 жыл бұрын
Dhaval sir make video on probability and conditional probability wich is also part of statistics and used in data science...
@prasunbhattacharjee8415
@prasunbhattacharjee8415 3 жыл бұрын
good explanation...One query! Don't we need to transform age variable also because now age is dominating as compared to lognormal income variable?
@jongcheulkim7284
@jongcheulkim7284 2 жыл бұрын
Thank you.
@abhinavchadha9884
@abhinavchadha9884 Жыл бұрын
sir when should i do logy and when logx
@Mars7822
@Mars7822 2 жыл бұрын
good class
@giridharb6324
@giridharb6324 2 жыл бұрын
Hello Dhaval sir, this video helped me understand the concept in a better way. Also, could you please upload a video on Random variables.
@rabiafyz9952
@rabiafyz9952 3 жыл бұрын
When we use data is normal distributed, does it mean that all values are almost same range or same scale. 8n other words, not have outliers or data is not wide spred out or some data is almost similar than one big data and cannot compare them. If data does not have any problem like that then we say the data is normally distributed. And data is already cleaned and filled. Am I right?
@adipurnomo5683
@adipurnomo5683 3 жыл бұрын
Sir, great content. Is log normal distribution part of normalization method in machine learning?
@RahulKumar-lv9yz
@RahulKumar-lv9yz 3 жыл бұрын
How can I find mean and variance of probability distribution using python? I have mentioned a problem below. Thanks in advance! The number of times I go to the gym in weekdays, are given below along with its associated probability: x = 0, 1, 2, 3, 4, 5 f(x) = 0.09, 0.15, 0.40, 0.25, 0.10, 0.01 Calculate the mean no. of workouts in a week. Also evaluate the variance involved in it.
@hemangdhanani9434
@hemangdhanani9434 3 жыл бұрын
can you please explain what is the actual use of this distribution, I just know only by using Box-cox transformation we can convert it into gaussian distribution. is there any other property of this distribution like Gaussian distribution..?
@hnevko
@hnevko 8 ай бұрын
So if my data do not meet the linear regression model, I just change the data to make them fit better to the model, and not the model that might explain the observation.
@user-or7ji5hv8y
@user-or7ji5hv8y 3 жыл бұрын
What are the moments?
@an1245100
@an1245100 3 жыл бұрын
Does anyone know when we should use log normal distribution instead of remove the outliner?
@codebasics
@codebasics 3 жыл бұрын
Log normal distribution or log scale is used for data visualization so that the outliers doesn't suppress rest of the data points. How do you treat those data points with higher values totally depends on you, you can remove them as outlier or use some other techniques to treat them
@jayeshmandavkar9837
@jayeshmandavkar9837 3 жыл бұрын
sir is this much mathematics sufficient for absolute fresher in the field of data science.
@yashjain6372
@yashjain6372 2 жыл бұрын
nice
@Bookworm791
@Bookworm791 3 жыл бұрын
Plz teach arima model
@readingheadstartreview3010
@readingheadstartreview3010 3 жыл бұрын
Sir why don't we just use standard scaler what is the difference between the two?! + I can't get why we need to convert the data to the normal distribution in the first place!
@imdadulhaque737
@imdadulhaque737 2 жыл бұрын
Why do we need bell curve?
@CristianIntriago_
@CristianIntriago_ Жыл бұрын
because the average median has more sense, a lot of statistical concepts can be applied to that standard distribution
@universal4334
@universal4334 3 жыл бұрын
If possible do a video per day
@vincent3542
@vincent3542 3 жыл бұрын
Hello sir, please activate ads for your video, i was jumped to other video in this playlist, but i dont find any ads :)
@HornetCucumber
@HornetCucumber 2 жыл бұрын
-My wife works in a hospital. **Thought now I am gonna get some serious data** -She says some people spend MANY days.
@finmatrixparadigm7904
@finmatrixparadigm7904 8 ай бұрын
I want to take tutorial
@Malayalam_learner
@Malayalam_learner Ай бұрын
Haa?
@gaganparnami5720
@gaganparnami5720 3 жыл бұрын
Dislike for the late post. Humble request to you to upload videos more frequently.
@codebasics
@codebasics 3 жыл бұрын
Gagan, I have 9 to 6 job and I get time only on weekends for this. Making these videos take lot of time, hope you understand
@gaganparnami5720
@gaganparnami5720 3 жыл бұрын
@@codebasics Completely understand. Really appreciated the content. You are making learning easy for us.
@samiulislam3908
@samiulislam3908 Жыл бұрын
Hwy Indians use "You Knowhh" in every line, it feels very irritating to hear
@harshamejari
@harshamejari Жыл бұрын
nice
@Malayalam_learner
@Malayalam_learner Ай бұрын
I like your hairstyle bro
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