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Dr Akhter Raza
Dr Akhter Raza
Dr Akhter Raza
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Welcome to Dr. Akhter's RU-vid Channel, go-to destination for insightful explorations into the realms of data science, statistics, and numerical analysis. Led by a seasoned university professor

Embark on a journey with us as we delve deep into the world of data, uncovering its hidden patterns, extracting valuable insights, and harnessing its power to drive informed decision-making. Whether you're a novice seeking to grasp the fundamentals or a seasoned practitioner looking to expand your expertise, our videos offer something for everyone.

Through engaging lectures, tutorials, workshops, and real-world case studies, we brings complex concepts to life, making them accessible and understandable for learners of all levels. From statistical methods and machine learning algorithms to numerical techniques and computational tools, we cover a wide spectrum of topics designed to enhance your proficiency in the field.

Subscribe now and unlock the secrets of data-driven discovery!
DSWS Munging
1:35:42
Месяц назад
Intro
0:44
4 месяца назад
Logistic Regression
36:14
4 месяца назад
BI Workshop Lab2
36:08
4 месяца назад
BI Workshop Part1
37:43
4 месяца назад
Research Methods Using R
1:47:54
4 месяца назад
R workshop vid2
24:45
6 месяцев назад
R workshop vid1
26:43
6 месяцев назад
preliminaries
56:42
2 года назад
insert in array
16:05
3 года назад
arrays
32:45
3 года назад
classification tree Iris data set
22:15
3 года назад
classification tree Iris data set
40:02
3 года назад
palm beach linear model in R
41:52
3 года назад
increment decrement operators and loops
28:50
3 года назад
for loop
28:49
3 года назад
linear model
39:33
3 года назад
switch statement
22:26
3 года назад
selection logic
20:05
3 года назад
control structure
28:42
3 года назад
creating simple mark sheet
23:37
3 года назад
first program
13:23
3 года назад
data types and operators
36:29
3 года назад
operator precedence and associativity
12:07
3 года назад
data cleaning
35:58
3 года назад
data handling part 2
19:23
3 года назад
Комментарии
@allamamustafaali6385
@allamamustafaali6385 19 дней назад
You are explaining very well
@najfiimranali593
@najfiimranali593 20 дней назад
@Gangstersongs125
@Gangstersongs125 Месяц назад
Great thanks for telling us about logistics regression
@sidrasaleem7122
@sidrasaleem7122 3 месяца назад
I don't understand why "Total cases" field use as sum but not count. As per my understanding, it should be count since it supposed to demonstrate count of total cases
@sidrasaleem7122
@sidrasaleem7122 3 месяца назад
During video editing, many important steps got missed which were crucial to add in order to understand whole process. Just a feedback and would be great if gets improve in upcoming videos. Thanks
@sidrasaleem7122
@sidrasaleem7122 3 месяца назад
love the way sir demonstrated complex BI processes with such simple approach for all audience
@AsgharAli-pz9cm
@AsgharAli-pz9cm 3 месяца назад
@AsgharAli-pz9cm
@AsgharAli-pz9cm 3 месяца назад
@MumtazAli-rz4go
@MumtazAli-rz4go 3 месяца назад
mashallah sir allah apko salamat rakhy.🤲
@sabahnoor
@sabahnoor 4 месяца назад
JazakAllah
@arsalanrazafreelance7098
@arsalanrazafreelance7098 4 месяца назад
Very comprehensive topics covered. Thanks
@reviewswalalarka
@reviewswalalarka 6 месяцев назад
big fan sir
@Gangstersongs125
@Gangstersongs125 11 месяцев назад
Sir, we are happy that you are showing us your RU-vid channel. It will be very helpful for us😊
@fh8kk3tq6y
@fh8kk3tq6y Год назад
شكرا ⭐
@aslamsiddique6883
@aslamsiddique6883 Год назад
excellent lecture
@kingfahad8070
@kingfahad8070 Год назад
Great job
@kingfahad8070
@kingfahad8070 Год назад
That's very great lecturing
@nadirghauri1266
@nadirghauri1266 2 года назад
please sir as soon as possible
@learncodedesign5420
@learncodedesign5420 2 года назад
crystal clear explanation
@fatimazoaa9518
@fatimazoaa9518 2 года назад
👍
@s.rengineering4581
@s.rengineering4581 2 года назад
Oh my god you are the most intelligent teacher i have ever seen in my life 🥺
@unzalaferoz9489
@unzalaferoz9489 2 года назад
Thank u sir
@princevanny527
@princevanny527 2 года назад
F(xn)=X³-X-1 so F'(xn) should be 3X²-1 not 2X²-1
@priceymirembesamantha800
@priceymirembesamantha800 2 года назад
Thank you.
@user-yp3ui6ig5d
@user-yp3ui6ig5d 3 года назад
Sir, at 12:04 the value of x2 should be 1/2 not zero.
@brandshanisinghrajpoot5330
@brandshanisinghrajpoot5330 2 года назад
yes
@Faisalbashirgoraya
@Faisalbashirgoraya 3 года назад
Sir its very informative video. Excellently explained all the concepts. Thanks for sharing and explaining.
@muqaddasiftikhar540
@muqaddasiftikhar540 3 года назад
AGR DISTANCE KI VALUE SAME HO TUO KONSA SA CLUSTER AYE GA 1 YA 2
@dr.aqilburney7328
@dr.aqilburney7328 3 года назад
See our work using very strong soft computing approach of FSVM and ANN.I appreciate as you are my one of good students of PhD (CS) and Statistics as well.
@drakhterraza
@drakhterraza 3 года назад
It's my pleasure
@metahubstore
@metahubstore 3 года назад
assalm-o-alaikum. 1) sir what is the use of set.seed at 13:59 2) at 31:09 the table seems like confusion matrix but you said its contingency table, so what is the difference between these two tables? 3) in rpart at 35:47 the "." include all independent variable but how it exclude dependant variable?
@drakhterraza
@drakhterraza 3 года назад
Wa Salam seed command will generate random numbers from the specified location during training and testing phase we should use it. After successful testing at the time of deployment we should remove this command from the code. confusion matrix is a contingency table of two factors both are same but the purpose are different. confusion matrix is used to check model accuracy but confusion matrix is used in chi-square technique to check independence of two factor variables
@metahubstore
@metahubstore 3 года назад
@@drakhterraza at 9:51 you said runif(nrow(iris) is the rand() lilke function to generate random number, that's why i am asking the purpose of set.seed(9850)
@shaheerahmed1530
@shaheerahmed1530 3 года назад
very nice
@hawaramensisadesale2845
@hawaramensisadesale2845 3 года назад
best
@drakhterraza
@drakhterraza 3 года назад
thanks
@my-love404
@my-love404 3 года назад
sanskarimathematics.blogspot.com/2021/01/taylors-series-understanding-by.html?m=1
@metahubstore
@metahubstore 3 года назад
Assalam-o-alaikum... sir derivation men delta p powers kysy aaen or denominator men factorial kysy aaya, ye smjh nh aaya...
@johnkillen8324
@johnkillen8324 3 года назад
Sir Kindly open Captions. Thanks.
@NawalGranger
@NawalGranger 3 года назад
Sir we can use technology for finding the f value as well right when it is not available in the table?
@drakhterraza
@drakhterraza 3 года назад
sure you can use any software to obtain the value if it is not available in table
@aslamsiddique6883
@aslamsiddique6883 3 года назад
What is the difference between paired t-test and dependent samples t-test?
@aslamsiddique6883
@aslamsiddique6883 3 года назад
What is the purpose of Levene's Test in Statistics?
@aslamsiddique6883
@aslamsiddique6883 3 года назад
what will be the df of a pooled t-test, if we have two samples of sizes 56 and 35 respectively?
@alibinakbar9826
@alibinakbar9826 3 года назад
Df= 89 Working: (56+35-2)
@aslamsiddique6883
@aslamsiddique6883 3 года назад
Which procedure is used to test the equality of several population means?
@alibinakbar9826
@alibinakbar9826 3 года назад
Analysis of Variance (ANOVA) is used for Comparing Multiple Means
@aslamsiddique6883
@aslamsiddique6883 3 года назад
Is multiple regression a multivariate statistical analysis?
@aslamsiddique6883
@aslamsiddique6883 3 года назад
informative
@aslamsiddique6883
@aslamsiddique6883 3 года назад
very informative and explained in easy way
@muhammadhamza1021
@muhammadhamza1021 3 года назад
1) Population means are same.
@muhammadhamza1021
@muhammadhamza1021 3 года назад
Answers: 1- we will use NCr 2- 6 3-1/6 4-difference of the 2 individual population means 5- 1.727
@akashshamnani8682
@akashshamnani8682 3 года назад
Q1: If variance of 2 population is same then which test is performed? Q2: Which test is used to determine if the variances for 2 populations is equal? Q3: Keeping everything same for the example 10.3 in the video, test the hypothesis that private sector salaries are higher than that of private sector. Give answer as conclusion.
@abihaanjum3737
@abihaanjum3737 3 года назад
1. T4 Pooled t test is done if variance of two population is same 2. F- test is used to determine if the variance of two population is equal or not. However you can also use boxplot and the condition s1/s2 <2 to confirm if variance is equal or not.
@abihaanjum3737
@abihaanjum3737 3 года назад
3. The t-value is 2.395 which lies in the critical region, therefore the null hypothesis (that the two sectors have same average salaries) is rejected. Data provides sufficient evidence that average salaries in private sector are greater than average salaries in public sector. (Critical Region Approach) According to p-value approach, the p value is approximately 0.01 which is less than alpha=0.05. Therefore, still the same conclusion remains that the null hypothesis is rejected. And the data provides sufficient evidence that average salaries in private sector is more than average salaries in public sector.
@huzaifaalikhan2740
@huzaifaalikhan2740 3 года назад
Q1 Pooled t test will be used if the variance of population are same. Q2 We can use box plot Moreover a formula of s1/s2 can be used to determine if the variance are same. If the value of s1/s2 is less than or equal to 2 so we say that the variances are same. Using this formula it is necessary to keep greater s.d in numerator
@alibinakbar9826
@alibinakbar9826 3 года назад
1) Pooled T-test (T4) is performed if variance of 2 population is same 2)F-Test can be used to determine, also an informal test, s(large)/s(small) <2 can also be performed. variances can also be compared by sketching Box plot
@shahzaibanwer7999
@shahzaibanwer7999 3 года назад
Q1) Pooled t-Test (Procedure T4) is applied when variances of 2 populations are equal. Q2) F-Test is the formal procedure through which we test whether two population variances are equal. Other informal procedures include: 1) The ratio of two sample standard deviations and whether that ratio is less than 2 ( s(large)/s(small) < 2 - then we can get an idea that the two population variances are equal) 2) Constructing boxplots and comparing the width of the two boxplots. If width is approximately the same, then we can have an idea that the two population variances are equal. Q3) At 5% significance level, data provides sufficient evidence to conclude that salaries in the private sector are higher than salaries in public sector. The test results are statistically significant at 5% significance level.
@akashshamnani8682
@akashshamnani8682 3 года назад
Q1: Why is the difference of population means in the z test not shown in the formula? Q2: In the Industrial engineer problem from the video suppose mean production of day workers is 345 units and that of night workers is 335 units. keeping everything else same test the hypothesis that day production is greater than that of night production. Give the conclusion as answer.
@imrankhanstigersptizindaba5971
@imrankhanstigersptizindaba5971 3 года назад
Q1. Because they are same so the difference is equal to zero
@huzaifaalikhan2740
@huzaifaalikhan2740 3 года назад
As the population mean are same therefore their differences will be zero hence not shown
@sarabadami4785
@sarabadami4785 3 года назад
Bcz means are same. The difference is zero which makes it insignificant for it to be shown
@zainabfatima1930
@zainabfatima1930 3 года назад
Q1: As both population means are equal, their difference is equal to 0. Q2- At 5% significance level The data provides sufficient evidence to conclude that the day production is greater than night production.
@shahzaibanwer7999
@shahzaibanwer7999 3 года назад
Q1) The two population means are same which causes the difference of the two population means to come out to zero. Q2) At 5% significance level, data provides sufficient evidence to conclude that average number of units produced on the day shift is greater than that of the night shift. The test results are statistically significant at 5% significance level.
@akashshamnani8682
@akashshamnani8682 3 года назад
Q1: If we are selecting samples without replacement which formula is used? Q2: If there are two samples of size 2 and 3, how many possible pairs can be made from them? Q3: From question 2, what is the probability of selecting one particular pair from them? Q4: Mean of sampling distribution of difference of 2 means is equal to _____________? Q5: If the population standard deviation for two populations is 3 and 5, find the standard deviation of difference of two means for samples of sizes 10 and 12 respectively?
@imrankhanstigersptizindaba5971
@imrankhanstigersptizindaba5971 3 года назад
Answer 1. Ncn N=pop n= sample size c= combination sign in calculator
@kamilkamal6862
@kamilkamal6862 3 года назад
1) nCx 2) 12 3) 1/12 4) u1-u2 5) 1.73
@NawalGranger
@NawalGranger 3 года назад
Ans 1: NCn; where N is population size and n is sample size Ans 2: 6 Ans 3: 1/6 Ans 4: Difference of the individual means of the two populations Ans 5: 1.727
@aslamsiddique6883
@aslamsiddique6883 3 года назад
t test is more realistic as compare to z test because having population variance is unrealistic
@aslamsiddique6883
@aslamsiddique6883 3 года назад
informative
@aslamsiddique6883
@aslamsiddique6883 3 года назад
informative