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Ibromodzi's Posts

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Programming / Re: My Collections Of Python Projects by ibromodzi: 11:30am On Aug 22, 2020
KlausMichaelson:


It's simple. Go to my profile and click "Send an Email to KlausMichaelson"
From there we can chat Better Sir.

Boss I'm still waiting for the solution to my challenge oo
Programming / Re: Jack Of All Trades - The Dev Struggle by ibromodzi: 9:40am On Aug 16, 2020
Grandlord:

Well, someone on YouTube made an argument that AI is still very young and that attaining the stage of artificial general intelligence (AGI) , where machines can actually predict our thoughts, is still very far away. The AGI stage is where most AI companies are aiming to get to.

Also, the guy said GPT3 is at most, an advanced auto-completion machine bound to make gross blunders. So maybe there's still time to get into IT, rake some good bucks and get out before doomsday. But web devs are sure going down first grin

Although we are still yet to see a truly intelligent system, but saying that AI is still very young is not correct. AI has been in existence since the era of John McCarthy (1955 to be precise), therefore, it is as old many fields in IT.

Sure, it is still safe to enter into IT at this stage, most especially in Nigeria where we have a very slow pace of development.

The next company/country to discover a truly intelligent system would lead the next industrial revolution.

1 Like

Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 8:56am On Aug 16, 2020
Marveaux:

Kind sir,please do you know any books I can read to have a good theoretical knowledge of ML/DL?Not books about Data science as related to ML/DL(i.e python libraries),but more of the concepts of ML/DL as a whole.
Thanks.
Sorry for the late reply.
To have a solid understanding of AI as a whole, check out textbooks by Stuart Russell. You may start with "Artificial Intelligence; a modern approach"

3 Likes

Programming / Re: What Was The First Programming Language You Learned And Why? by ibromodzi: 8:45am On Aug 16, 2020
emmy4real94:
AI can program itself or what?? neither Can AI operates on its own?? programmers will be relevant for centuries to come.

Yeah programmers will forever be relevant but you have to be highly skilled to remain in the game.
Programming / Re: Jack Of All Trades - The Dev Struggle by ibromodzi: 8:41am On Aug 16, 2020
Grandlord:
GPT3 is already generating basic HTML/CSS pages. Scary.

Not only that bro. It can even generate SQL queries, generate ML and DL algorithms (when AI is automating AI) and many more. Though the researchers at OpenAI still have a long way to go on the project. It isn't bug free and it generates jargons sometimes.

Most developers are going to suffer due to this latest breakthrough in AI but I pity web devs more. Only highly skilled ones will eventually remain in the market.
Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 8:41am On Aug 14, 2020
Zabiboy:


1) [b]i clearly stated i havent gone into ML/DL....but i wonder why some of you guys think ML/DL is so special..[/b]Even the owner of this thread has repeatedly mentioned the core tools and softwares and ML/DL wasnt there...i'm not saying it's not important o but c'mon man, this is naija not Japan...
2) grin grin ....[b]forget all these long talk bro....No company will give you a project that would involve ONLY Numpy( again...i dont know of your ML/DL...i'm talking of DS/DA)
[/b]3) so after calculating, you wont arrange the data in properly using Pandas?? Or you wont use matplotlib or seaborn to show relationships??...

Anyways, i wont talk on this issue again...
Las Las, we go dey alright..
GoodLuck
Wow! Someone here thinks data only revolves around analytics. Do you know what it takes to be a data scientist? You won't know what's special about ML/DL untill automation starts penetrating every sector of IT (you can educate yourself on this by reading about openAI and GPT3)

Well, different people with different orientation and perspectives.

The only issue I have with your assertions is you talking about what you don't know.

You can't talk about DS without mentioning ML/DL. Even ML is a level of statistical analysis (predictive analytics).

And you must know that no company will give you a data science role/project without a good knowledge of ML/DL. The earlier you know this, the better for you.

DS is more than using tools. Anyone can learn to use any software, no matter how sophisticated you may think it is. What differentiates a data scientist from any other person is their foundational knowledge of all these concepts.

5 Likes

Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 2:21am On Aug 14, 2020
Zabiboy:


Numpy alone can't be used to solve real life problems...
It has to be combined with other libraries

Note: I havent gone into ML or DL yet( i decided to go into web development after the core data science tools and softwares) so i dont know Numpy's use in ML/DL and if it can solve problems like the other guy said

GL

Saying Numpy alone can't be used to solve real life problems is very misleading. There's no harm in saying you don't know. And who told you Numpy has to be combined with other libraries before you can use it?

With naked Numpy, you can build your neural networks and ML algorithms (without using any other library)

With Numpy, you can do a lot image manipulations such as resizing,flipping trimming etc.. (without even using OpenCV)

Numpy is capable of being used for a number of financial calculations like interest,mortgage etc... I can keep on mentioning the scenarios where Numpy is used. Except I don't get your definition of real life applications.

3 Likes

Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 6:31pm On Aug 13, 2020
Raalsalghul:


Can you please tell me the application of "Numpy" in real life?

Most of the advanced libraries for data science are built using Numpy. Numpy is arguably the most important library for data science. You'll mostly appreciate it if you are into ML and DL.

1 Like

Programming / Re: What Was The First Programming Language You Learned And Why? by ibromodzi: 6:01pm On Aug 13, 2020
Grandlord:
Holy cow!
Man, I went to find out how far they've gone with GPT3, since it's been a while I followed it's development. I must say it's scary and impressive, what the guys at OpenAI have been able to create.

So basically GPT3 has the ability to transform English description to codes and that's bad for coders as it signals the beginning of an end to coding, ushering in the No-Code era.
I think it's the web developers that are going to get hit the hardest. A shift to a career in AI itself should be considered.

But then again, AI only thrives on what we feed it. And the question would be whether AI is creative enough to generate new codes an designs, better than human's.

Also, will these codes be bug-free and efficient? Or do we still need to spend hours debugging an fixing them? Which in that instance, would be counterproductive to the original purpose for which it was developed. Interesting times ahead.
Now you get the gist. That powerful software is going to affect many developers, not only web devs. It is capable of generating database queries, it can generate machine learning algorithms, source codes, it is capable of writing poem etc... Of course it still has some flaws that they are trying to address. IMO we are still yet to see a truly intelligent system.
Programming / Re: What Was The First Programming Language You Learned And Why? by ibromodzi: 10:52pm On Aug 12, 2020
Grandlord:
Look, it all boils down to one thing. Can GPT3 pass the Turing test?
Even Eliza that was built in 1966 passed the Turing test.
Programming / Re: What Was The First Programming Language You Learned And Why? by ibromodzi: 7:59pm On Aug 12, 2020
Grandlord:


Well, until AI understands clients needs and specifications, I'm not even fazed cheesy
Maybe AI will eventually take over coding but surely, that's not happening in the next two lifetimes.

Ever heard of GPT3?
Programming / Re: Are Folks Offering Non Techy Gig On Freelancer Site Earning More Than Devs. ?? by ibromodzi: 5:42pm On Aug 11, 2020
saheedniyi22:


Which resources did you use to learn flask,
I'm currently learning but there are limited courses online like Django.

Thanks in advance.

I use Miguel Grinberg "Web Development with Flask O'Reilly ".

I use both PDF and YouTube videos.
Check out Corey Schafer on YouTube, his series is highly structured and easy to follow. I also use Miguel's website and his PDF. You can also check out
"Learning Flask Framework" by Matt Copperwaite & Charles Leifer.
Programming / Re: Are Folks Offering Non Techy Gig On Freelancer Site Earning More Than Devs. ?? by ibromodzi: 7:03pm On Aug 10, 2020
tensazangetsu20:

Bros your proposals are good. Another thing. Instead of talking about how you would go about the job use that portion to send the client some of your work then end the proposal by telling him you are willing to get on a 10 minute call free or charge to discuss his project. All in all just keep applying. The more proposals the more the chances of getting one job.

Thanks for the advice boss!
Programming / Re: Are Folks Offering Non Techy Gig On Freelancer Site Earning More Than Devs. ?? by ibromodzi: 4:56pm On Aug 10, 2020
tensazangetsu20:

Data science has very limited competition na and most of the people putting out jobs have some sort of technical knowledge. Lemme see how you write your proposal.

The last one I submitted

Programming / Re: Are Folks Offering Non Techy Gig On Freelancer Site Earning More Than Devs. ?? by ibromodzi: 10:33pm On Aug 09, 2020
tensazangetsu20:


Post a sample of one of your proposals here and if you are a web developer, send your portfolio. I can offer some advice. Another thing is that its a numbers game las las. You might have a good portfolio and amazing proposals but you might not be sending out enough proposals. Even the freelancers from advanced nations send out as much as 30 applications to get just one job.

I agree I don't send out enough proposals. I'll try to work on that. I'm a data scientist and NLP specialist with web dev experience.
Programming / Re: Are Folks Offering Non Techy Gig On Freelancer Site Earning More Than Devs. ?? by ibromodzi: 10:17pm On Aug 09, 2020
tensazangetsu20:
It might be possible but extremely difficult. As a developer, it's easy to show a portfolio which can convince someone to give you a job on Upwork but not so easy for a writer or any other niche.

I started Upwork as a digital marketer and while I was okay, I would apply to like 80 jobs and above to get one hit. Took a pause to learn how to code and have started taking it seriously back again and now for like every 10 applications I get 2 to 3 interviews. The last job I interviewed for I lost it because I hadn't built enough websites for the client to peruse through. He wanted something with good design and I am a front end developer and not a designer. The other interview I did for a German company this week was weird. The company sent their web page and wanted me to build some portions of it as a code test. It didnt look right. So I reported them to Upwork and blocked the company on Skype.

I think web developers have an easier chance if they have an existing portfolio to show compared to other niches. With digital marketing, your portfolio is your ad spend and conversion rate. Some clients want people who have done over 20k dollars in ad spend. Not easy for a Nigerian.

That means you buy a lot of connects. Since my account got approved in about a month ago, I have not gotten any interview, despite sending out well packaged proposals.
I wonder if there's something I'm not doing right.
Programming / Re: I Need An Application That Can Extract Information From The Internet. by ibromodzi: 6:13pm On Aug 09, 2020
Breadfruit:


No, it doesn’t. It’s a conflict/ media study. I am focusing on newspaper reports.

Alright.
Programming / Re: I Need An Application That Can Extract Information From The Internet. by ibromodzi: 3:49pm On Aug 07, 2020
Breadfruit:


I don’t understand. Am I not trying to get information from the internet now? I knew what I wanted but after speaking to a few IT people, no one could give me what I wanted until I came here. After all, I will analyze and interpret the data myself. I am writing the whole work myself, literature review which I am reading widely. If I need Sudan newspapers, in this age why travel to Sudan to get hundreds of newspapers spanning over 10 years, from different regions,when I can mine such off the internet.
The hard way is not always the only way please. We make things difficult for ourselves in Nigeria.

Can I know the kind of research you are into? I just want to confirm if it has anything to do with Natural Language Processing.

1 Like

Programming / Re: Should I Continue? by ibromodzi: 2:08pm On Aug 06, 2020
Fyi0:
What do you mean by learning how to trade drugs Are you a pharmacist? I pray you get arrested while selling those drugs. Nonsense!!
If you like don't learn the web dev that you want to learn. Be there trying to sell drugs. Because those that spent 6 years in pharmacy school are foolish.

Like pharmacists are trained to sell drugs?
Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 4:50pm On Aug 04, 2020
SOLARPOWER1:
How do I get "real world" data analysis projects with python to work on? I can't just get data and be giving myself hypothetical questions to solve... I need real world sample project and questions that will force me to think out the solution and write the codes and visualization to implement them... Please elders in the house help a newbie, I know most elders here have passed through this stage before

I'm not an elder but I think I can contribute in my own little way.
While it is true that analyses are mostly guided by things such as;

1. Aim and objectives of the research (e.g the aim of a research/analysis could be to study the prevalence of a particular disease)

2. Questions formulated before gathering the data (e.g what is the relationship between depression and suicide?)

3. Research hypothesis ( e.g depression is not significantly related to suicide).

Some real world problems require you to make insights from the data as a data analyst with no prior objectives. This is where domain knowledge comes into play and it allows you occupy the position of a researcher and data scientists/analyst.

Some companies just have their data without knowing what to do with it, they need an analyst to help them find patterns in their data in order for them to make informed decision that'll eventually contribute to the growth of the company.

This is how you should prepare yourself as an analyst/scientist. By just seeing your data, questions should be popping up in your head. Data visualization is also very important in this regard because it gives you the questions you didn't know you had in the first place.

There are many websites to get real life, as well as synthesized data to work with.

I hope you find this useful and grow with it.

12 Likes 3 Shares

Programming / Re: Who's Gonna Teach Me Programming? by ibromodzi: 12:52pm On Aug 04, 2020
Quinex2:
I'd always loved programming, so I started learning the basics of python but it's not been as easy as I thought cry cryI need the help of experts to forge ahead please. Really don't wanna give up!! (NB: I'm very teachable and won't give headaches undecided

Hi there! If you are really passionate about it, you'll learn. It's just a matter of time. I code in Python and I'm willing to help in one or two ways.
Programming / Re: My Collections Of Python Projects by ibromodzi: 8:06am On Aug 04, 2020
KlausMichaelson:


No be lie sad I can't learn everything at a time. I have to stick to my targets and have a defined goal. Thanks for the advice sir. I really appreciate it.

Challenge for you

It is possible to name the days 0 thru 6 where day 0 is Sunday and day 6 is Saturday. If you go on a wonderful holiday leaving on day number 3 (a Wednesday) and you return home after 10 nights you would return home on a Saturday (day 6). Write a general version of the program which asks for the starting day number, and the length of your stay, and it will tell you the number of day of the week you will return on.

Note: do not use any calendar module
Programming / Re: My Collections Of Python Projects by ibromodzi: 11:14am On Aug 01, 2020
KlausMichaelson:


Exactly, I had the feeling it's beyond the use of Python only. Machine learning is coming to mind.

Honestly this stuffs aren't too smooth like I thought. I went through machine learning tutorial yesterday, I was introduced to Sci-kit learn and some decision trees and algorithms. I'm just stuck at so many things right now(numpy, powerbi , Django) . But there is no problem.

I have no choice than to keep learning. Thank you sir.

ML for this task? Nope
Data structure and algorithm ain't the same as data science.
One last thing I'll say is that you should have your goal(s) defined. You can't learn everything at a time.
Programming / Re: My Collections Of Python Projects by ibromodzi: 8:40am On Aug 01, 2020
KlausMichaelson:
Good evening my Pros please I have a Target at the moment. I don't know if anyone has ever considered the exercise before. It goes this way;

I want to write a code that will predict a time table or roster for lesson teachers in a senior secondary school.
Each teacher must have two subjects to teach. They must also appear at least 2times/perioy in a week and the period they are to teach must not clash with their second subject in any of the lesson period. The Program should enable me prepare a time table for all the teachers' lesson period.


My head is aching me cos I've been thinking about it for quite a while now.

A good knowledge of data structure and algorithm should set you on the right track.
Programming / Re: My Collections Of Python Projects by ibromodzi: 7:45pm On Jul 31, 2020
KlausMichaelson:


Wow. I appreciate your time and response Sir. Thank you very much.

Sir why didn't you try using
>>>try:

>>>except ZeroDivisionError:
to avoid ZeroDivisionError when zero is used as the denominator? or did your code checkmate it?? Pls go through my own updated code.

He's actually taken that into cognizance, albeit not in a Pythonic way..

You guys should try to work on real life problems. You can use the site someone suggested above.

1 Like

Programming / Re: My Collections Of Python Projects by ibromodzi: 4:33am On Jul 31, 2020
KlausMichaelson:


Sir I am very sorry to not have brought this to your notice. I really feel Happy having you around Sir. I have to force myself up this early morning to rewrite my code especially the area you brought in the try.... except ZeroDivisionError. I have tried using it in my code before now, but I just didn't know where to bring it in. Thanks a lot for the clarification.

Although I didn't use while loop, I was able to still use the if and elif. Sir your corrections are welcomed gladly.
Sir check my updated Post to see my new code

Well done! Keep it up....we are all learning

1 Like

Programming / Re: My Collections Of Python Projects by ibromodzi: 11:22pm On Jul 30, 2020
KlausMichaelson:


Good evening Sir

Your question:
What tells the user the kind of operations your program is capable of performing?

My Answer:
Calculation = input('addition, subtraction, multiplication, division, or modulo? ')

Your Question:
What happens if the user does not enter the operations to be performed correctly as used in the program? Like Addition instead of addition (issue of cases).

My Answer:
I use .lower if I want any input to be in lower case i.e
Calculation = input('addition, subtraction, multiplication, division, or modulo? ').lower

Your Question:
What happens if the user tries to divide a number by zero?

My Answer:
You use try except ZeroDivisionError or ValueError

But Sir I don't know where to to put in this try, except block in my program sad

The reason why I am yet to update my new code after about an hour now is because I don't know the position where the try..... except ZeroDivisionError and except ValueError block comes in. Please help me sir.

Thank you





def operation():

'''
You start the top of the program with while loop
purpose: the program executes once and then checks if all condition are satisfied
if no error is encounterd, the program perform its function and end
else the while loop runs again and agin untill no error is encountered

Let me know if there's anything you don't get
'''
while True:
x = int(input('Enter a number '))
y = int(input('Enter another number '))
calculation = input(f"'You can eiher enter addition, subtraction, multiplication"
f" or division to perform an operation'"wink.lower()

if calculation == 'addition':
print(f"result is {x+y}"wink

elif calculation == 'subtraction':
print(f"result is {x-y}"wink

elif calculation == 'multiplication':
print(f"result is {x*y}"wink

elif calculation == 'division':
'''
this is where exception handling goes
'''
try:
'''
the next block first checks if the result has no remainder (modulus) i.e an integer
if the number has no remainder, you get the result of the division printed
else you print the result along with the modulus
I prefer to include this here instead of having it as a seperate calculation
'''
if x % y == 0:
print(f"result is {x/y}"wink
else:
print(f"result is {x/y} remainder {x%y}"wink

'''
You break the while loop if the above condtions run with no error
else, the user is forced to re enter the value again i.e the loop starts all over
'''
break

except ZeroDivisionError:
print ("can not divide by zero, enter a denominator other than zero"wink
except ValueError:
print ("Invalid parameter"wink
operation() #just call the function



Replace the emojis with closing brackets

2 Likes

Programming / Re: My Collections Of Python Projects by ibromodzi: 10:33am On Jul 30, 2020
KlausMichaelson:


Ha Sir grin

There is no problem Sir. I am grateful for you Assessment. Thank you.

*What tells the user the kind of operations my program can run?

* What happens if the user does not enter the operations to be performed correctly as used in the program? Like Addition instead of addition (issue of cases)?

*What happens if the user tries to divide a number by zero?

Sir, I will give the updated code for it later today. Thank you very much sir. I really appreciate.

Alright..... You are welcome sir.

You may add an extra bonus by implementing your solution in OOP (not necessary though).
Cheers!
Programming / Re: My Collections Of Python Projects by ibromodzi: 10:12am On Jul 30, 2020
KlausMichaelson:
So I spent the previous night thinking of writing a code that can accept input from a user and run different operations on it. The operations are limited to Addition, subtraction, Division, Multiplication, and Modulo. I came up with this after much thought.


number1 = int(input('what number? '))
number2 = int(input('what number? '))
calculation = input('what operation do you want? ')

def operation(num1,num2):
addition = num1 + num2
subtraction = num1 - num2
multiplication = num1 * num2
division = num1 / num2
modulo = num1 % num2
if calculation == 'addition':
return addition
elif calculation == 'subtraction':
return subtraction
elif calculation == 'multiplication':
return multiplication
elif calculation == "division":
return division
elif calculation == 'modulo':
return modulo


result = operation(number1, number2)
print(result)

Your program assumes you'll be the only user who knows the right keywords to enter in order to get the desired result.

What tells the user the kind of operations your program is capable of performing?

What happens if the user does not enter the operations to be performed correctly as used in the program? Like Addition instead of addition (issue of cases).

What happens if the user tries to divide a number by zero?

When writing codes, I always like to think like a typical user who'll love to experiment with any possible combinations.

I challenge you to solve the problems above and update your code....
Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 10:06pm On Jul 28, 2020
KlausMichaelson:



Lols Is I never said df.describe() gives ANOVA Sir. if it gives ANOVA why then should I still be bothered about ANOVA this or ANOVA that.

What I said was that df.describe()
brings up a sort of table showing some statistical analysis(Mean, Std, etc) of any data you provide for it and not ANOVA sir.

Anyways thanks for your advice.

As a matter of fact, df.describe() just gives you an idea of the data you are dealing with. Like a statistical summary. Although, there could be more than a way to carry out in-depth inferential analytics, scipy library in conjunction with researchpy and pandas should always give you what you want.

Modified:
Steps in determining what tests to use in a statistical analysis;
1. What type of variables are you dealing with? Numerical or categorical?

2. What type of analysis are you doing?
a. comparison (mean,median,proportion); this is where you use t-tests, ANOVA, etc.. depending on the distribution of the data(parametric or not)
b. Relationship between two variables (say gender and smartness); this is where you use correlation (Pearson or Spearman rank)
c. Predicting one variable from another (say exposure to smoke predicts the risk of lung cancer); this is a Regression task

3. Number of groups involved (say the effect of Chloroquine in Covid 19 and non Covid 19 patients - 2 groups)

4. Distribution of your data (Normal or not); there are different ways to determine this.

I believe you now understand the point I was talking from when I mentioned theoretical knowledge of statistics.

5 Likes

Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 9:49pm On Jul 28, 2020
KlausMichaelson:


Honestly, the reason why I'm very concerned about the use of ANOVA is simply because our Lecturers are always talking about it. I can actually do the calculations by the use of the various formula to get the required values for the ANOVA table. That's fine but what if I have a very large data?

The truth of the matter is that they wouldn't give me a straight forward answer as to the real life application of the ANOVA design neither will they tell me when to use it specifically whenever I ask them that question. They just beat around the bush.

ANOVA actually stands for Analysis of Variance and to my understanding, it is used to analyze Data that comes with a number of replications for a given Sample. It helps determine an experiment's Standard error, and some other parameters which I can't remember. My school books are far away from me at the moment.


Anyways, the truth of the matter is that you're right about the fact that one needs to be grounded in not only the Practical but the theoretical part of Data Analysis. Why I felt that ANOVA table could be gotten from any of these libraries or tools is simply because of a code I came across on pandas **df.describe( )**. It brings up a table showing some statistical analysis of any data you provide for it.

Maybe there is no ANOVA design from any of the tools or libraries but there is absolutely no problem. I'll work towards my other targets.

You don't need any lecturer to tell you the type of statistics to use, your data should point you towards that. You really need to learn more about inferential statistics. There are many statistical tests available and a lot of factors need to be considered before choosing the right one. As for pandas, I wonder if you know what being an intermediate implies. df.describe() does not give you ANOVA. You still have a lot of homework to do.
Programming / Re: Chronicle Of A Data Scientist/analyst by ibromodzi: 8:57pm On Jul 28, 2020
KlausMichaelson:
I'm so happy right now grin grin

I mean it's already a month and 6days in this journey. Before now, around 2019 or so, before school resumption I watched some videos on python but I didn't take it too serious. And yes I have a good foundation in Excel since my 300lvl cos I use it to plot assignments on graphs(A bit complex ones) and I make lot of money from it grin . I also understand the syntaxes and it's operations but I would still love to know more.

By June 20th 2020(last month) I saw this thread and I became very serious to know more about Data analysis. So serious that I had to Deactivate my Whatsapp cos it's always taking my precious time away.

Now here I am today and here are the things I have learnt after staying away from Social media for a month and 6days.
(1). Python (Intermediate tho smiley )
(2). Pandas (Intermediate) although I can do almost anything with it but I won't still call myself a pro. Pandas is much better than excel as it could run many cells operations.
(3). Matplotlib (Same as pandas, my wonderful friend)
(4). Numpy ( still a learner cos I haven't seen much of it's use). And lastly
(5). Pyplot (my very good friend also)
Currently I'm leaning Seaborn and Powerbi.


Honestly speaking I know there are much more to learn sad . But seeing that I'm still a student, I feel I need to focus more on the ones that are more important to me as a student. So my targets are:

(1). Master all these tools in Data Analysis I've learnt so far. Later on after my studies, I'll learn Sql, Tableau and others.

(2). Find out which tool is best for ANOVA design table.

(3) Do Data Analysis for your fellow final year students undergraduate report and get paid
(4). Conduct Seminars for Students in Data Analysis and get paid grin

Please do well to profer any other library or tool to help meet my targets especially in the ANOVA design.

Thank you @Ejiod for the wonderful thread and to everyone on this platform

Any reason why ANOVA is specifically mentioned?Do you even know when to use it in a statistical analysis?
Are you not supposed to focus on all the concepts of descriptive and inferential analytics if your aim is academics?

See, data analysis is more than just mastering the tools, the theoretical knowledge and application of statistics are equally important.

1 Like

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