Overview of Python for Data Science Course
This course, offered by IIT Madras through NPTEL, is designed primarily for final-year undergraduates but is also accessible to junior students with some data science background. It aims to teach:
- Basics of Python programming
- Application of Python to solve data science problems
The instruction team includes teaching assistants like Sadhart Zar and Jasim, supporting the course led by Professor Ragunatan Reena Swami.
Course Logistics and Structure
- Duration: 4 weeks
- Format: Recorded video lectures and weekly live problem-solving sessions
- Assignments: Weekly quizzes with multiple-choice questions (MCQs)
- Exam: Optional proctored exam (nominal fee
- with MCQs and basic coding questions
- Certification criteria: Both average assignment score and exam score must meet specified thresholds (e.g., assignment average 10/25)
Learning Materials
Recommended reference books include:
- "Linear Algebra" by Gilbert Strang (foundation for data science)
- Books on statistics and probability
- Python programming resources such as the Comprehensive Python Course: From Basics to Advanced Mega Projects
These materials are suggested for additional study to deepen conceptual understanding.
Assignments and Quizzes
- Assignments are online, primarily MCQs testing understanding of concepts like data types, operators, and coding syntax.
- Deadline examples: February 4th for Week 1 assignment
- Scores: Released after assignment deadlines
- Multiple attempts allowed before the deadline
Exam Details
- Scheduled around March 28th (may vary yearly)
- Conducted online at designated centers across India
- Format includes MCQs and simple coding tasks completed via an online platform
- Passing requires satisfactory performance in both assignments and exam
Python Programming Fundamentals Covered
- Variable naming conventions: rules and common pitfalls
- Operators: precedence between logical (not, and, or), arithmetic (+, -, *, /, //, %), and bitwise operators (&, |)
- Data types: integers, floats, strings, booleans
- Type conversions (casting) and common errors
- Use of Python IDEs like Spyder, Jupyter Notebook, or online alternatives like Google Colab
For deeper insights on data manipulation and transformation using Python, learners can refer to the Comprehensive Guide to Python Pandas: Data Inspection, Cleaning, and Transformation.
Problem-Solving and Class Interaction
- Live sessions focus on discussing and clarifying assignment questions without directly providing answers
- Encourages active participation with muting guidelines for a smooth session
- Q&A covers syntax doubts, assignment submission, exam patterns, and best practices
FAQs and Student Concerns
- Live class attendance is optional
- Videos are accessible on YouTube for flexible learning
- Projects include case studies on regression and classification in final weeks
- Course material is basic and foundational; advanced or updated courses may be needed for deeper expertise, such as the Comprehensive Overview of Data Structures and Algorithms Using Python for more algorithmic understanding supporting data science skills
- Updated content requests can be communicated to the course instructor and NPTEL administration
Tips for Success
- Regularly attempt and review assignments
- Utilize problem-solving sessions to clarify concepts
- Practice Python coding using recommended IDEs or Google Colab
- Read reference books to reinforce theoretical foundations
- Register for and prepare adequately for the optional certification exam
Conclusion
The Python for Data Science course offers a solid foundation in Python programming and its application to data science, supported by comprehensive resources and interactive problem-solving sessions. Successful completion requires consistent engagement with assignments and a clear understanding of fundamental programming concepts and data science basics.
Hello. Hello. >> Hello.
All right. That's anybody there? Hello.
>> Hello sir. >> The online class will uh when will the online class will start?
Can you see it? >> You have a question? No. So wait. >> Ah yes sir.
>> Are you able to see me? >> Yes sir I can. >> Are you able to see the screen?
Ah yes sir. >> Okay. So we are getting started now. Do you have a specific question now?
>> No sir. No sir. >> Okay then please keep yourself muted. >> Okay.
>> All right. So I hope that uh all of you can hear me and see the screen as well. If anybody's not able to hear me or see
the screen, please let me know. All right. Great. So uh my name is Sadhart Zar.
Uh so I will be one of the TAs for this course. Uh this is NOC 26/ uh CS80 that is Python for data science.
So I hope that all of you have registered for this course. So these are the logistics. First let's let me go
over the logistics briefly. So as you can see that this course aims to equip the participants to be able to
use Python programming for solving data science problems. Okay. So there are two parts to it. One is
to learn how to do Python programming and the second part is more specific is that
using Python programming how to solve data science problems. So there are two verticals.
So this is intended for final year undergraduates but I believe that it will be also accessible for
uh junior students. If you have some knowledge of basic data science that is good but that is not too
much of a constraint. So this is offered by professor
Ragunatan Reena Swami at IIT Madras. >> Is there any issue with the audio? >> No sir.
>> All right. >> Yes. So I
if you are speaking then please introduce yourself first otherwise please keep yourself muted for
the convenience of everyone. All right >> so there are four weeks in this course
myself Jasim sir. >> All right go ahead. And your voice is
not so clear. It is actually like blurry. >> Okay. So my voice is not clear. Is there
anybody else who is facing this voice issue? >> Me too sir. I also
>> sir it's clear >> actually a bit. That's it. >> No sir. For me it's clear.
>> Okay. So how many of you think that the voice is not clear? If you think that the voice is not clear, please raise
your hand. Okay. So, 5 + 6 + 7 +
8 + 9 + Okay. So there are sufficient number of people who are facing the voice issue.
I don't know if it is something with my internet. Uh
let me check. So other problem could be that I have cold. Because of cold my uh voice is
kind of shaky. So, how many of you are able to clear? >> Yes. So, now uh I want to go for another
voting. So, if you're able to hear me clearly, please raise your hand. Okay. 10 + 11 +
58 plus. So majority of the people are able to hear me clearly. So I don't think this is a connection issue. It is
because of my throat. Uh I'm having cold for a day or two. I I hope that next class onwards I will be able to speak
better. So please uh bear with me. Uh all right. So okay we we're done with the voting. We'll go ahead.
Okay. So whoever is unmuted himself please mute I cannot mute everybody one by one but
if you're unnecessarily unmuting yourself then I have to remove you from the meeting Arunit
See, I'm forced to disable the mic for Arunit because he was unnecessarily keeping himself unmuted. So, he won't be
able to speak again in this meeting unfortunately. Uh anyway,
uh so where were we? So we have four weeks in this course right. So in this four weeks we will achieve these two
goals of the course that is Python programming we learn the basics and we'll see how Python programming is used
for solving data science problems. All right. So you can uh uh so whoever has raised their hands
you can uh unra them or you can just uh how to I don't know uh remove that raise of hand. Okay.
All right. So I hope that you understand the code structure and in this course we'll have four or
five problem solving sessions like this one. So this is the first session and what we do in this session if you
have attended other NPL uh courses other NPL sessions you know uh already that we solve some
related questions specifically uh there are quizzes. So we are looking at quiz for week one in this lecture. Uh so we
are trying to give you an idea of how to solve the questions in the quizzes and the exams and to make you comfortable in
solving the problems and hope that this will help you during the exam. So the exam is optional but I strongly
encourage you to take the exam. It is at a nominal fee of 1,000 rupees and uh if you register for the exam and there is
criteria which you have to satisfy uh uh in terms of the exam score and the average assignment score then you are
eligible to receive a certificate from NPL and IT Madras. So observe that
you you have to you have to do well in the assignment. So the average assignment score should
be at least 10 out of 25 and you have to do well in the exam as well and if you satisfy only one of the criteria then
you are not eligible for the certificate. You have to satisfy both the criteria. So the assignments are
crucially important. Okay. So this is about the logistics of the course. So there are three books
which are reference books for this course which I will encourage you to read in your free time.
Uh so linear algebra is sort of the backbone of data science. So this is the
book by Gilbert Strang which is a standard textbook for linear algebra and the other books are on statistics and
probability and uh the Python programming for data science. Okay. So this is about the course. Uh you have
any questions about the course? If you have any questions about the course you can unmute yourself. Sir,
what is the last of the exam register? >> Exam registration. Okay. So, I don't
know if it is written here. Date and time of exam is March 28th. >> Sir, it's 13th February.
>> 13th February. So, someone has already uh noted down that the date for >> sir uh good evening myself Tes.
>> Yes, Tanish. Uh sir uh this is my first time of uh doing a NPL course. So can you brief something if we have to
compulsory watch the videos uh which are then on YouTube and how do we submit our assignment that and how you grant us the
marks? Okay. So you have three questions. So do you have to watch all the videos? No, it is optional. If
you're okay to take the exams without watching the videos that is absolutely fine.
uh how you submit the assignments. So we'll go to the assignments directly. So look at the left side of the screen.
Uh in week one these videos are there which you are free to watch to learn about the content. Then I'm going to
click on this quiz week one assignment one. So this will open uh the page for assignment one.
So are you able to see the questions? >> So we just need to answer the MCQs, right?
>> Exactly. >> Okay. So you choose whatever you think is right
>> and >> anyone else? Someone was trying to say something.
>> Sir, uh sir, can you tell me the exam pattern? >> Exam pattern. I believe that it is going
to be like this only MCQ and maybe there are some small uh coding questions could be there.
>> The exam actually so it will be easy for me or not. >> You are in first you are please
introduce yourself. >> Uh actually I'm sir currently doing first year.
It should be uh moderately challenging but it's doable. I believe it's doable. >> Hello. I know fundamental of Python sir.
>> Then it should be doable definitely. >> Menu. Hello. >> Yes.
>> The menu it contain total how many marks? >> This quiz
uh let me check. So one point each. So there are 10 questions. So there are 10 points for
this quiz. >> Total is for 10 marks. >> That's right.
>> Okay. Thank you. >> All right. >> Excuse me sir.
>> Can I ask you something? >> Yeah. Go one by one. Uh the lady can go first.
>> I will begin. >> My name is Kab Prasad. I am from Kerala. Actually my dou is is the exam will be
something like a choice filling or something else you have to wrote the entire program like that.
>> It's a mix of both. >> Oh okay sir. >> Next
sir the deadline for the assignment is 4th February
11:59 p.m. sir. Yeah, you we will discuss this today in the next two hours, one and a half
hours. >> Anyone else? >> Sir, any
>> Yes. Yes. Yes. Sir will we have any kind of algorithms kind of things for this course
>> uh >> like model algorithm >> let me see
so we'll we'll look at the syllabus so this is my first time doing TA for this course so let's see so in week one we
are looking at how to install the ID spider we are basically setting up the
environment uh we are seeing how to create variables then arithmetic and logical operators
data types so fine weak to mostly all the kinds of data types yes
>> uh I'm doub >> yes uh how many to say
please bit >> nothing say nothing >> okay so the previous question was
whether we will have algorithms as part of this course so I don't see algorithms specifically
uh in the syllabus yeah but there is regression okay so there is a case study on regression so
we are going to see the regression algorithm and classification algorith Hi. Hi.
>> Yes. Go. Go ahead. >> The books you have referred are available uh somewhere or how can I?
Hi Har. See if you're unnecessarily unmuting yourself, I will disable mic for you.
See, it's very easy. >> Yes. Wut. Wut. Go ahead. >> I have a small doubt, sir.
>> Okay. >> That is I have to particularly I must particularly attend this online
class. No, it is optional. Optional, sir. Yes. Can I begin?
Sir, that is not Thanking you. >> Okay, sir.
>> Oops. Yes. >> Only attending classes. Can we crack the exam?
>> I believe yes. >> Or we need to study uh the extra some like books.
I don't know for sure but I believe it should be possible to at least get past grades. Better to read but I mean I do I
understand that not too much time. Kavi Prasad you wanted to say something. >> Yes sir. Actually the books were
available in the e form. >> Absolutely. Yes. >> Okay sir. That was far more enough.
>> Okay. Um from where I think is that
you sure >> sir is it enough to watch videos and do assignment for the exam or we should
compulsory attend the online classes >> okay the online class is optional if you think that it is not helpful then you
need not come >> okay sir fine this only if you find some value in the class you can come
okay is there any other question as far as the course is concerned >> sir may I ask one question sir
>> yes please go ahead >> uh sir uh the same uh pattern for the data science and other courses deep
learning and introduction to the machine learning all these courses are available in YouTube also but it shows that it is
very older videos the recorded 8 years before 6 years before is anything need to be required to be updated or not sir
because it it is so many libraries have been updated because whatever the video lectures now it's available which is an
old recorded videos 6 years before recorded videos so many library tools have been updated so how come going to
this course will be helpful for the current scenario sir >> okay uh Sata was it Sugata
Yes sir. Yes. Yes. >> Okay. So this is a very uh interesting question. So she's saying that this
videos have been uploaded a couple of years ago. So uh whether this is this needs to be
updated. So as far as the course is concerned, this course was created by professor Ringwami a few years ago. I do
not know how many years ago. And that's when NPL uploaded the videos on NPTL. and uh the course is being repeated
every year. So as far as this course is concerned, there will not be any additions in the material of the course.
But if NPL offers a new course, a new course, then the material could be substantially
updated. So if you think that this course is already a very basic course for you, then this course may not be
helpful. If you think that this course is giving you some benefit then you attend
this course otherwise you have to wait for an advanced level course. >> Does that answer your question?
>> Yes sir. But actually know to be more proactive in this regard because this AI and machine learning
deep learning is every six months once every yearly once there will a lot of progress in it. So the course need to be
updated so that that will be really helpful for us because as we are teaching in the university level we need
to have the updated version of the this one. >> Okay. So please write an email to
professor Ringa Swami as well as NBTL and raise your point. >> Yes sir I do sir. Thank you.
>> Thank you. Okay savv sim sir. Jaz go ahead actually like for every ML and like data science and we
need first need the basics and only we can go to advance like that I guess so >> yes it depends it it depends on the
level at which you are if you're at a level where you have to learn from the basics then this is the right course for
you if you're already at an intermediate level then you have to look for another course so this is a basic course
>> okay s of chor I had muted you s we Any questions? S of you had unmuted
yourself. S of Javar >> sir do we make projects related this in future?
>> Shriti. Uh what is the question again? >> So this last last week is case study.
This is where we'll have two projects as far as I can see in the syllabus. One is on regression and the other is on
classification. Okay. Anyone else? Anything to clarify? >> Is the is the final exam online or
offline? Sir, is that Pratam Sham?
Okay. If a final exam is online, I believe that there are centers across India in selected cities. You have to
choose your city of choice preference and then you have to go to the exam center and uh appear for an online exam.
>> Sir, good afternoon. >> Good afternoon. Who is that? >> Good afternoon, sir. So, this is
Shalini. Sir, >> I just wanted to ask you. Yes, sir. I just wanted to ask you that uh regarding
the final exam which will be an online proctored exam if we get MCQs which require a little bit of working. So like
>> will we be provided with a pen? I mean or yes. Yeah. Okay. Okay. Thank you so much.
>> Yes sir. Sir actually the certification will be only available if we write the offline exam
right sir? Yes, offline means you have to go to the center online. Yes, please.
>> Okay. >> Sir, one more question. Sir, this is not related to the this course particularly.
If there is a 12 week Yeah. 12 weeks course is there then the date of examination for all the 12 week course
is on same date only because if I register for the introduction to the machine learning and deep learning both
are 12 weeks program and the date of examination is 17th uh April for both the examination. Uh for how can we give
on the same day both the papers? >> Please write an email to NPTL uh to resolve the conflict. They will help
you. >> Yes. Thank you. >> Hello sir.
>> Yes. >> I have a question about that course. >> Yes.
that NPL gives a separate uh task of us to better understanding uh task since these assignments are for
understanding only these assignments if you solve religiously then you will get a better understanding of the material.
Okay sir. Sir classes start uh first week there is no such thing as class. The the
videos you have to watch on your own and uh there are two TS including me. We will provide one session a week and in
the session we will discuss some questions. These are called problems solving sessions.
This is the format. s my question is in example. >> Okay,
go ahead >> sir. Is there any live classes? >> No, no, there are no live classes. There
live problem solving sessions only where you can ask your questions, doubts, clear your doubts and I will try to help
you. the other person who is also a TA will try to help you. >> Thank you sir. Sir my question is in
exam for Python for data science are question from linear algebra statics and calculus also asked or are only Python
reloaded question >> I think so it's a pertinent question that this is a course on Python but the
books are on linear algebra statistics probability so so the thing is the data science
subject is built on the foundations of linear algebra, statistics and probability. So there could be questions
from these topics as well. But the questions are going to be of a basic nature, of very
preliminary nature, not too high difficult questions. question
>> not know about the questions that you will get in the exam that is completely up to NPL so let me clarify I have no
affiliation with NPL and my my role in this course is limited to problem solving and doubt clearance so we will
solve problems for the last uh sorry last not last this four weeks this four weeks so first week questions are
already uh uploaded so these questions we are trying to solve will not give you exact answers but I will try to help
you. So my role is limited to help helping you in solving questions and clearing your doubts. What kind of
questions will be asked is completely up to NPL. So I cannot comment on that sir.
>> Sir is there any availability of pre questions >> sir?
>> I don't know. Uh yes good evening >> sir. We have doubt on the final online exam sir.
>> Yes. >> The in the final online exam do we have the any programming question sir?
>> So as I said I do not exactly know what is the pattern. So what I I have been TA to another Python course previously. So
what I hear is that there is a mix of MCQ and Python coding but very basic coding only I believe.
If the programming code is there we have to do in the platform like in the spider or in the Jupiter sir.
>> Yes. So in the so in the online format you will get some text box to write your code and then you write your code and
then you submit like that. >> Yes. Okay. That was my doubt sir.
>> Okay. Thank you Karthiki. >> Sir can you hear again? Come again
>> sir. Actually I first begin to take some courses something like a 12week course about gaming or something like a and ML
but I choose the this course because it feels like it was something like a 4e course and I just want to know how does
NPK works and then go to something like an 12e course or something like 16 week is it good choice
>> I don't know what works for you you have to take a call I I cannot answer that I do not know
>> okay sir good afternoon sir Good.
>> I want to know that can we use Google collab for this work? >> Yes. Yes, you can.
>> Uh there is no need of the Jupiter and the spider. >> So there is no need in a sense you need
an ID. >> Actually Google collab is easy to work online as compared to other.
>> That makes sense. That makes sense. So it depends on your choice. So the course administrator they have chosen Jupiter
and spider but you can make a different choice that is absolutely fine. >> If we do assignment on this Google is
okay. >> Yes. Yes. That's fine. >> Thank you.
>> Because you have to fill the MCQ only. How you wrote the code is up to you. If in the four fourth week there is the
case study and we want to make the assignment on Google collab then okay >> that I don't know as far as MCQs are
concerned it is fine but uh I think that it should be okay you can uh write an email to NPL for for confirmation.
>> Okay thank you sir. >> Anyone else? Anything else? Okay. So I am going to go to the
questions now. So we are going to go to the week one assignment. So how many of you have
watched the videos of week one? These videos is there anyone? Okay. So some so how
many of you have installed spider? 32 plus
33 plus 34 plus. Okay. Okay. So all all of you uh how many of you are here now? Let me
check. People are here. So we have about 35 people on wait
anyhow. So as I was saying that it is not necessary that you have to definitely
work on spider. So as far as this assignment is concerned, this assignment is
understanding the basics of Python specifically uh how to define variables and uh how to
play with simple operators. So uh we have 10 questions and these 10 questions assess your understanding of
week one that is uh operations with simple variables not not with uh derived data structures or complicated data
structures but with simple variables like integers, floats etc. Who is this person?
Catch that person. Anyway, Kumar because you have a question.
Vikas, I have muted you. But if you have a question, you can unmute yourself. But if you unnecessarily unmute yourself, I
will disable your mic. Okay. Fine. Okay. So, uh let's start with the first
question. So, it is asking which of the following variable names are invalid in Python.
So, I'll make it slightly larger. Okay. So, we have four options. So,
>> screen is not visible. Screen is not visible. Screen is not visible. Sir, can you
please share your screen? >> Screen is not visible. Uh just a second.
I'll share it again. I thought that it was visible. >> Yes, sir. Is now visible.
>> Yes, sir. Now we can >> visible, sir. >> Thank you. Thank you for pointing out.
Okay. So, you're looking at this first question. So, which of the following variable
names are invalid in? So in Python there is a convention of naming variables. You cannot name a variable in uh certain
ways. So there are some rules that you have to follow. So that is what it is asking that out of these four names
which is an invalid variable name. Okay. >> First
first option first option. So how many are how many are voting for option one? >> Please raise your hand.
>> One and four. >> One and four. So let's start one by one. So uh option one, how many are voting
for option one? 36 + 39 + 49 + Okay.
54 + Okay. So most of you think that the first name is not valid in Python. One
of you please unmute and tell me the reason >> because it start with integer number.
>> Okay. >> Identify should not start with number >> because uh it is should not start with
number. >> Right? >> Okay. So that is true only that it
should not start with the number. This is a numeric value one. Uh and that should not be the case. Right?
So how about option two? >> This is valid. >> Valid.
>> No sir. Not invalid. >> Okay. So how many of you think that option two is invalid? Please raise your
hand. because Kumar I have to disable you now. >> Disable mic.
Okay. So option two is actually valid because the name starts with u a character
which is not an integer which is not a number. So this is valid. How about option three?
>> Valid criteria for naming identifiers. >> Yes, it's a valid name for an
identifier. because it is not violating any rule. So what is the case of the fourth option?
>> Hatch not allowed. >> Valid not valid. >> Actually special characters are not
allowed sir. >> Special character is not allowed. >> That is the truth. Okay.
>> So fine. Uh so I mean you need not believe. So maybe some of you are still not happy or still not sure about uh
which one is valid and which is is is not valid. So I will show you a simple way of uh
So the deadline of submitting this assignment is not over yet. >> Mhm. No. Hi Mr. Go. So this is uh the
deadline 4th February. >> Yeah. So this is not over yet. So is this okay that the solutions are being
discussed here? Just a small point in case >> you can continue. Right.
I do not know. So how to discuss this? I do not know because this is very simple. So I'm discussing right away.
Uh yeah. Uh unfortunately the previous offering had the same assignment.
So I'm supposed to discuss the previous uh offerings assignment but unfortunately there is no difference.
uh okay so okay as Mr. Go has pointed out uh who is a veteran in NPL that I should not be directly discussing
questions that are uh still active that means whose deadlines are still not over. So I will only give
you clues from now on. Uh okay. So let's go to the second question. So which of the following operators have
lower precedence than not in Python? So I do not want you to answer the question if you know the uh answer.
>> Option C. >> Option C. >> Okay. Uh fine. So uh yeah. So which of
the following operators have lower precedence than not in Python? So let us understand the question.
>> Hello sir. Yes. Will we solve any this quiz in today's session?
>> We will not solve exactly but we will give you clues. Yes.
Okay. So, let me discuss this question. This >> Okay. So, this question is pretty
interesting. So, let me discuss this question and not give you an answer. So, which of the following operators have
lower precedence than not in Byron? So, what is not? What is not operator? Anyone
>> that get reverse the output means not true is equal to false. >> Correct. Correct.
So everyone knows what is a plus operator. It adds two numbers, two integers or two
floats. No. So not is an operator that works on a boolean variable. So a boolean variable is a
variable which can take either a true value or a false value. Not works on that. Okay. So now precedence means that
which one gets operated first. So if there are there is an expression where there are multiple operators then which
operator is evaluated first that the operator which gets evaluated first is having higher precedence than the other
operator. >> All right Mahindra
>> and is not operator sir >> not operator. Okay. So yeah, so let's see uh I will
give you only an idea. So uh so this is an online ID. This is called online python.com. So you can go
here and you can test your online python.com. You can go here and you can test your small uh python codes
snippets. Right? So I'm going to make it slightly larger for you. Zoom in.
>> Hello sir. >> Yes please go ahead. >> Will we done anything else except the
quiz in this session? >> No. If you have a doubt we can discuss it. Otherwise we'll be uh focusing on
only the questions. So here's a question. This is question number two.
So let us understand what is the notice. For example, uh if I say a = to 1
uh then this is oops what uh sorry. So if I say let's say a is equal to 2. So this is defining a variable a and
assigning it an integer two. Okay. And then let us say I want to print a. So what will I get? I run it. I get two.
So what is the type of a? What type of uh variable is a? Let me run it. It is of type int class int integer.
>> Okay. So but this not operator is specifically for uh boolean variables. So I'll write it
not operator works on >> works on true or false sir. >> Yes
that's right. So what is a boolean variable? A boolean variable as uh someone has pointed out who is that
boolean variable takes one of the two values. What are the two values? As he has
pointed out did not I did not catch his name. True and false. Karthik Karthik. So Karthik as he said so true or false
one of these two things. So, so now
so if I say not one is this valid? So let us run this.
Not only it is saying is false. So not is acting on one and it is providing false. Why is that? It should
not work on integers anyone. So not operator takes an input of two
values either zero or one. If an equation also provides an answer of zero or one,
>> it will provide a true and false output which will be a boolean. >> All right. All right. All right. So he's
saying that if you make it not zero, it will be true. That's what he's saying. And what is your name?
>> Reanir. >> Reanir. So Ranir has pointed out correctly
that if we make it not zero, it is giving true. But if I make it not one then it is giving
false. So, so, so what it turns out is that zero is actually
zero is actually equivalent to uh false and one is actually equivalent to true. Right?
Zero. >> Huh? >> Yes. Yes.
Yes. So what if I say not two? Does it make sense? Yeah. So not two is also false. So that
means two is >> Yeah. So two is behaving like true. Two is behaving like true. How about five?
Five is also behaving like true. >> Non-zero number is behave like true. >> Yes. Yes. So one anything non zero
right so can I say 5.5 oh yeah you can also say 5.5
>> this is also going to work so what it means is that anything non zero is >> true so it need not be an integer it
could be a decimal number I mean a fractional number as well okay so this is just to give an idea of how not works
So now let's look at the question again. So it is asking that which of the following operators have lower
precedence than not in Python. So I have to somehow compare not with plus to start with that whether plus has higher
precedence or not has higher precedence. So I have to construct I have to construct an expression where
both not and plus are there and then I have to check that how Python is executing the expression whether it is
executing not first or plus first right then only I'll be sure that which one has high precedence
okay so let's try to construct an expression involving plus and Not. So now,
so this is the question which of the following. So first operator we are going to look at. So first we are going
to look at plus. So see uh we are going to see how how we can construct
uh so first we are going to compare not with plus. Okay. to check precedence. So
what can I do? So let us see so first of all uh
so comparison so so this is a comparison operator. Okay. uh so so equal equal is comparison and
single equal is assignment. So if I if I say 1 + 1 is equal to 2, it should give me a boolean value that is true. But if
I ask is plus 1 + 1 equal to 3. If I make this comparison, then this will give me false. Okay. So this is a
comparison operator. Okay. So sim simple. For example, I can make it even more simple. Oh, what
happened? Yeah, I can ask is one equal to one then this gives is one equal to zero not. Okay. So now I want to sort of
mix plus and not together. Okay. So let us see
I do this. So what happened? So one one is not equal to zero. This expression gets evaluated first which gives false
and then it is negated by not. So what happens here? the sorry why? So what happened here is
that first Python evaluated this expression is 1 equal to Z and then
it followed by the not operator. So not operator was used on the output of this expression.
Okay. So it didn't do not one followed by the comparison. First it did the evaluation of this comparison operator
then it did not. So you understand? So you have to you have to tell me how I I can check
between not and plus which one has higher precedence. So can I write something here which helps me uh make
make this decision. Is the question clear? >> Yes sir. Can you can uh use an operator
like not 1 minus one? If not has higher precedence the answer will be true.
uh and if it is not if it does not have higher precedence
then the answer will be false. Okay. So you >> comparing
>> remove the as an operator also. >> So Ranir again I believe >> yes.
>> So Ranir is comparing not with minus. So he has given me an expression saying that okay let's look at this expression.
In this expression there's three operators. One is a comparison operator, one is a minus operator and one is a not
operator. So he's saying that okay how this has been computed. So what are
the possibilities? So I do not know what are the possibilities. Maybe not was not evaluated first. Maybe 1 - 1 was
evaluated first and then not was applied on the output of 1 - 1 and then the comparison took place.
That is one possibility. The another possibility is that not was evaluated first
then its output was uh so yeah so not was evaluated first then its output minus one was done and
then the comparison was was done so I do not know for sure but let us hit on the run button and see what has happened so
it is giving false so what does it The minus one has been operated first. Okay. So that means minus has higher
precedence isn't it? So if minus gets operated first then 1 - 1 is 0
and 0 is equal to 0 evaluates to false and then the negation has taken place. Isn't it?
>> No sir. First we have uh the expression 1 - 1 then we have negated after that the comparison has been taken place.
Hence it is can be false. Yes. So let us write it down. First thing that has happened is 1 - 1 which
has become zero. And then this zero this has become zero has been compared with this zero to give us a boolean
variable true. So on that true not has been operated.
So that makes the final output as false. Right? One of the other
>> this is for >> said the output of false came because the first one is printed as true and the
second expression is false. So the both uh span order has totally false sir. >> Okay. So you're saying that this
expression has evaluated has been evaluated first. That's what you're saying.
>> Yes sir. >> Okay. That is also one possibility. Karthi I believe it is Karthi.
>> Yes sir. >> So Karthi is saying that first one - one has taken place.
Then not of 1 - 1 has taken place which is true. Then there is a comparison with true.
That is what you said. >> 1 - one would have taken as true sir. So let us replace 1 - 1 by 2 and see
what happens. Ah what do you say?
Oh, true is coming up here. 1 - 1 would be false, right? >> Uh 1 - one is false means a dash
statement will be false. >> Mhm. So now there are two possibilities. Now
we are uh >> if one is true and other is false means the output will be false. Set
>> correct. So now there are two possibilities that maybe
uh the not operator has operated on this entire part or the not operator has
only operated on this part. But irrespective of that it is true that minus
has been uh computed. So the uh so this minus operator
has been evaluated before the not operator. So so the so the minus operator has
higher precedence than the not operator. Right? Because minus
has been evaluated before not write it down. minus operator
has been evaluated before or not operator.
So what is the question? Which of the following operators have lower precedence than not? So minus is not the
answer. So what what are the other options? One. Okay. So plus so let's play with plus.
So let us do plus and make it two. In the expression we have to make the output as true and we can see which is
the precedence >> in the expression
>> if we get true means we can see that is if we use minus and it comes true means and we can say it is a high
Yes. Yes. Yes. Yes. So, so now uh I I wanted to we wanted the question asked to compare not operator with the plus
operator. So that's why I have written a different expression now. So it involves plus and not. So again here I can see
that 1 + 1 has been evaluated first. Okay. >> And 1 + 1 is two. So two is compared
with two which gives true and then that is negated. So we get false. So the way you interpreted earlier maybe this is
also possible that first not is applied on two which will give false
then that is compared with two which is again give false. So what if you only apply not on this?
What if you do only this? I'm not giving you the right answer right away because as Mr. Goel pointed
out don't give the answers. So I am just showing you how to play around with the operators
uh to find out the truth. Okay. So similar thing you can do with the and
operator. So you can write an expression with the and operator. You can write an expression with the comparison operator.
And this is okay. So this one I will tell you this is a bitwise or operator. Okay. So let me give you an example.
So here is uh so uh this is the bit wise or
razia. Okay. You have a question. So anyone knows what this operator does
bitw wise or >> any of the one number is true the output will be true
that is or operator I think you're talking about this uh wait what is the let me is this
a bit wise or I have to check okay let's do this which one is or which one is it Okay,
this is invalid syntax. Uh, this is two. Uh, this is bitwise. Now make it make
sense. So let me go to the higher digit. So let's say four. Okay. Okay. So this is bitwise order. So
in in binary four is written as 1 0 0 and 2 is written as 0 1 0 right?
Anyone has any doubt on this? So I'm writing four in binary it is 1 0 0 and writing two in binary and I'm
doing bitwise all. So the third bit gets compared with the third bit and so not compared we're taking or so one or 0 is
one 0 or 0 is zero right? So second bit odd with second bit so 0 or 1 is 1. So so let me write it.
So 1 0 0 beat wise or 0 1 0 is how much? So one is compared with 0 gets 1. Second bit 0
compared with one gets one. Third bit 0 is odd with zero that is 0. So 1 0 0 1 1 0 is output
which is six in decimal. That is what we have got. So can one tell me what is
7 bit wise or two anyone? What is seven bits or two?
>> Seven. Yes. Why is that?
>> A seven is having all ones. >> Yes. Yes. Yes. Yes. So, we're taking or bit wise. This is
okay. So now uh what is the question? The question is to compare not with bitwise what? So now you have
to create an expression with bitwise or and see which one has higher residence.
So I will not give you the answer. You have to play around. Okay. Any questions?
>> No sir. >> Okay. So at this point I've seen the first two questions only.
I would give you hints for the other questions also. So in the meantime, you can look at all these questions. I think
that if you focus in the next half an hour, you'll be able to solve the next eight questions.
But for refreshments, I will give you a break now. So you'll take a short break.
5 to 6 minutes break we'll take now. And we'll be back after the break. Okay? and then we will discuss uh the
remaining questions. So, so taking a break now.
So, let us uh take a small break now. So, let's be back by 5:15
Yep. So in the next 1 minute try to think on this question three.
Am I audible? >> Yes sir. Okay,
so this question is asking what is the output of these three lines of code. So in the first line there is a
variable assignment. A gets a value of 10. B gets a value of five. Okay. So what is this operator?
Star star >> exponential Yes. >> Yes. Yes. Yes. So this is a to the power
b. So this is a to the power b. And what is this operator?
>> Modul that is modulus. >> Modulation sir. >> Yes. So this takes the remainder. So
whatever is the value here divides it by three and outputs the remainder. for example
one sir. >> Okay. So I I I I would prefer that you keep the answers to yourself. I'm just
explaining the question because as Mr. Gu pointed out the due date is still a few days away.
I'm just explaining the questions. So this is uh asking that uh if you expon if you take the exponent
exponentiation of a to b and take uh the remainder when divided by three what will be the remainder? Okay. Okay. So
any any doubts on this question? >> No sir. >> No sir.
>> Okay. Please keep the answer to yourself. Uh okay.
So let's move on to the next question. So what will be the output of the following code snippet? Here is a
variable greetings which is assigned a string variable. Namaste. Then again >> I have one doubt.
>> Yes, please go ahead. >> In second question answer is bit by and sir.
>> In this question what is the answer you asking? >> And
>> uh I do not know the answer. In fact, I I would not be uh it'll be unethical to give you the answer right away because
uh the deadline is away. I I cannot tell you the answer. But if you think the answer is end, I it's good. I we'll
discuss the answer later only. I already give you uh you know some clues. >> Okay, sir.
>> Yes. Yes. This is for the sake of integrity and uh ethical behavior. I'm not giving away the answers.
So here's a variable which is given a string v value. Here is another variable which uh takes
the previous variable which is a string variable converts it into a float and then in this third line
you are asking what is the type of the second variable. So I I don't want you to give the
answer. So but this is the question. If there is any doubt on the question we can discuss that.
It is converting one data type to another data type, sir. >> Yes. Yes. Yes. That is true. And then
>> option is C. >> Okay. I do not know the answer. Maybe it is C. I don't know.
Uh >> it will throw an error. Maybe that is also possible
number. >> Okay. Okay. Maybe that is true. I cannot tell you the answer.
Uh Mr. wanted to say something. Sir I in
this process the conversion of data type or something what we call it >> it is type conversion only type
conversion. Yes. >> Okay. Uh so what are the what are the rules of type casting in Python like
which variables can be type casted and so what is the general rule of type casting in Python like say uh can we
type cast an int to float or float to int uh and so what what are the general rules
and to what extent we would be losing the precision uh if we type cast in a wrong direction.
>> Okay. So uh let's uh play around. So let us say I I take uh
I take an integer. Okay. I don't have to say this is a Python. So A4. So I ask what is its type?
and it says it's integer. Now let's uh type cast float
and then let's print p now. So I get 4.0. So uh now it it is it has
been converted into float. So it's possible to convert into float. the other way will also be plausible.
Uh so what gets uh so your question is which types are compatible which with
which other types when it comes to uh conversion? >> Yes. Yes.
>> So it depends. So there are so simply by
the simplest ways to convert float to int and into float and maybe I don't know maybe we can play with characters
also. Uh let us see if that works. Okay so
I think oh the other way around will work. Maybe if I just sit this and then I
get Yeah. So I I haven't
Oops. Oh, there's typo. Yeah. So int has been converted to string. I haven't necessarily checked
with all pairs of uh types but the simple things generally work that into float character uh string to uh sorry
integer to string but it is more more with common sense I think that you know of course there's this Python manual
where you can look up things but I haven't really checked things so thoroughly
>> 10 possible extreme into float. So let's say this is a string and I change it to float.
Looks okay. But yeah, this is possible. But if the
string is made up with characters, then there is an issue. >> Yes. Yes. And do we have anything
equivalent of size of like say size of in C++ to know the the size >> size? Yes. Size only. I think size will
work. >> Oh, I see. So let's say I want to ask size
uh no so this way v dot size let us see wait uh size is not quite You know
what would what precise >> sir sir I think we have uh alien function
>> okay okay length let's see what is it like this btl length
uh but len should be for the itles I guess this will not >> that is not Right. Yeah, that is for its
size of >> uh like we use size of in C++ to know just to know that how how many I mean
how many bytes are occupied for a particular data type. >> Yeah, there is no harm in asking Google.
Get size off. That's what it is saying. It's a great size of >> Oh, I see. Yeah.
So, you have to import this package s then only it will work. You have to do sis.get size of yes right here.
>> Unlike see size off and this thing has some limitations also. H oh I think this pass by reference and
pass by value are slightly different in Python that's why it's looking at shallow size and the other details are
there >> yes yes uhhuh
so let us move on to the next question so here you have two variables one is an integer and the other is uh float.
So what is normal division and what is float division? So if I divide 6 by 3.3
normally what will I get? So if I divide 6 by 3.3 then I get
Yeah. Please go ahead. Yes. So normal division means you simply
divide. So 6 by 3.3 is 1.81818 and so on. And if I do uh sorry
>> load division is the approximate sir 6 / 3 to 4 to 1.5 approx one
okay so so if I take the floor the fractional part is removed in the
floor division. Yeah, this this is not working anyway.
Uh yeah. So, so what is the question? So, six by 3.3 is 1.81 that value and 6 by 3.3
with floor is simply one. So, I'll write it down. So uh 6 / by
3.3. Okay. Why is it showing plus size? Uh is that number
and uh and six. So floor division is in Python is like this with double slash by 3.3. This will
give you the integer part of the division value. Right?
So the fractional part is removed as someone has pointed out. Thank you for pointing out.
So what is the question again? There is some I joined late in the class. What
happened before the break? Okay. There are so many questions already. Yeah. So
what would be the data type of the value obtained from the operation? So again you can play around.
Uh maybe I will not show you the answer because just simply by playing around you can tell the answer. So this is a
question. Is there any doubt on the question? >> No just a simple question.
>> Yes. What would be a minimal difference between integer and float? What is the question again?
What would be a minute difference between integer and float? >> Okay, we'll take the questions one by
one. So first question you are asking is what is the difference between integer and
float? >> Integer and float. >> Okay.
So integer means whole numbers and float means you can have fractional numbers. Okay. For example, if I tell you that a
is equal to 4.5, that means by default Python Python will know that the data type of A is float
because there are fractional part in this number. So when I'll print type of A, let me remove all these things.
>> I think it clarifies me. Thank you for that. I I understood combining the two concepts I I was able to answer the
question. >> Okay. Okay. Fine. Okay. So there is another question.
He said uh what did he say? If I divide integer with integer
by an integer can we get fruit? That is the question. I think that is the question. And
someone else was asking in Hindi. Yeah. So we can So for example if I divide
Yeah. Go ahead. Then I get a fractional number which is
2.5. Right. >> All decimal numbers comes out of flo.
That is true. That is correct. Okay. So shall we move on to the next
question? I think 27th class would be a repetition of today's class for those who haven't
attended today's session. Okay, maybe that is true. What will be the output of the following
code? We are moving to the sixth question. So here is a. So this is an assignment of the string 1 zero to a.
Then there is float conversion. So now it becomes float. Then you add five to it. Then you again convert it to
string. Then you concatenate that string with 1 2 3. And then you ask what is the type of this variable result.
That is what is happening. So you understand these four lines error. Okay, maybe that is true.
>> It is error sir. >> All right. All right. Fine. So keep the answers to
>> what will error sir. >> Okay. Maybe the reason you can keep to yourself. Maybe it will not be an error.
I do not know. Uh but I explain to you what is happening in each of these lines.
Uh right. >> Uh so what if instead of 10 uh it is 10 r then if I type cast this uh a as a
float >> then it will fail. >> Oh I see. All right.
Uh it it won't be extracting the float value out of history. No.
>> Let us try. So it could not convert a string to float,
>> right? But 10 is 10 is still a string but the only thing is that it comprises of only noodles.
>> Yes. Yes. Yes. In that sense. Yeah. Yes. Yes. Right. Okay. So we'll move to the next
question. What will be the output of the following code snippet? This is question number
seven. A gets 15, B gets three, C gets four. And then there is an expression and the
expression is evaluated. So you have to understand what these okay so this is plus this is multiplication
this is floor division which I already said. So for example if I write
five okay let's not do so many things just simply write
five. If I write 5 by two then what do I get? these things
then I get 2.5 but if I write five division 2 then I get two that is only the integer part after the division
so you have to evaluate these things and report the result
this is modulus takes remainder is that fine >> it is a flow division
There is no boolean operator here. There is no end. So you have to tell what is the
precedence that which happens first, which happens next, which operator has more precedence that you have to
understand and you can play around with it. Multiplication comes first.
>> Okay. Yes. Then you evaluate it. Don't tell me the answer. Keep it to yourself. Answer.
Uh so you can choose answer and you know I don't know what is the answer and then submit. You can submit as many times as
you like before the deadline. Fine. So we move to the next one. What is the output of the following code
snippet? So A gets four, B gets five. Okay. So this one I will tell you. So Mhm.
>> So this is like saying that multiply b2 and then multiply a with b2 and give to
a. >> So the >> the answer sir
>> okay anyway I don't know so I will uh prefer that you keep the answers to yourself.
Let me explain the uh this operator. So this operator is
simply a short hand. For example,
if I write a= 5 into 2 or let's take another. So let's say a= b a equal to 4 and uh I'll say
that 2 into a is b. Okay. Uhhuh. So then I print B.
Then I get 8. And then I write that. Okay. Let's do one thing. Let's multiply whatever is in
B with B. Uh no. So let's uh uh uh okay, let's
multiply with two again. So I'm saying that okay so now B is 8 after this execution. So then multiply
let's make it three whatever is in B with three then I get 24. But there is a easier way
of doing this. You can say that okay this is a short hand that whatever is in B I wanted to
multiply it with three and then assign to B itself. This will also work. This is simply a short end. Is that all
it may double multiply B into please come again.
>> This was example not the same question. >> Yes. Yes. This is an example. This is just to
demonstrate that this is a short end that star equal. Okay. So you can do the evaluation and
find the correct answer. So we can move to the next question. What is output of the following code
snippet? So A gets three, B gets five. And then there is a boolean expression. There's another boolean expression. Then
there is an and there's an or. So remember that and will evaluate to true only when both the sides are one.
Both the operants are one and or will evaluate to true uh
when one of any one or both of the operants are one and then you can answer this question.
So and is true when both are one. Let me that.
So I will share this uh draft code with you. So that's why I'm commenting everything. So
so one and one is one but if any one is not one then it is zero. For example, this side is zero is
also zero. So one will be one only when both the operants are one
or maybe one is one means true and or will be true when one of at least one
of the operants will be true. Right? So or will give false only when
both operants are false. So now you can evaluate this and answer the question. This is not so a this is
not equal to this is not equal to. So it's evaluating whether a is not
equal to 3. If a is not equal to three it gives true otherwise it gives false. Any
questions on this? All right. So, we'll move to the last question of the day. Week two, please.
What does that mean? Niharika is saying week two, please. I don't know what is that.
Okay. So, let us before week two, let's look at the last question of week one. So let a equals to 5 which is 101 in
binary. B is equal to 3 which is 0 1 in binary. What is the result of the following operation?
>> What is this? Now what is this operant? >> End operator. End operators.
>> This is more precisely bitwise end. >> Okay. >> So one is ended with one
a zero. So the third bit is ended with the third bit. Second bit is ended with the second bit
and first bit first bit is ended with the first bit and then you get a number binary number. Then you convert that
into decimal. That's all. And then you can submit the answers. That is the end of all the 10 questions.
>> I have a question on the last one. The explanations were really great. I have been able to answer all the questions.
Uh the last one that you're explaining here, I'm new to Python. I'm actually a strategy consultant but I'm trying my
hands on Python. I just wanted to understand how was that operator being used? I mean the last question that you
said a= to 5101 in binary. How do I interpret that 101 in binary and how do you you know integrate bitwise into
this? >> Okay. So uh are you okay with 5 being equal to 101
in binary or you want to know why that is the case? >> Yes, I wanted to understand there is a
particle. Yes. >> Okay. Okay. So 5 is equal to 101 in binary
because see so how do you convert binary to decimal
is that you look at the first bit you multiply it with one. So the first bit from the right is the units place then
there's a 10th's place. So in this case >> Mhm. >> this is binary. So, so this is like
saying that okay the first bit gets multiplied with 2 ^0. So this is how I write power
plus the second bit is zero which gets multiplied with 2 ^ 1
plus the third bit is again 1. So this gets multiplied with 2 ^ 2. So now what do we get? 1 into 2
^0 that is 1 into 1 this is one >> understood it will come up yes >> yes this is five that's how it is
now uh yeah now does this oops does this answer your question or you
have a follow-up question >> yes so I understood this binary explanation now you you explained a bit
about the bitwise part as well above I joined at that particular moment only and now you're explaining again that
bitwise operator again in this how do you integrate that part in this and how do you interpret bitwise in this
so just a second the editor is giving some trouble
yeah fine so if I say A = 5 and if I say B = 1 then I think in my mind that 1 is
nothing but 01 >> in binary and five is nothing but
101 in binary and then I ask what is the bitwise and of these two. Then what I do is I take the end of one
with zero which is zero. Okay. So here I will write this is like 1 0 1 and
0 0 1. So one with 0 is ended means it gets zero. Then 0 with 0 is also zero. Then one with one is one. So this will
be one. This is what we get. This is bitwise ant.
>> How is a normal and different from bitwise and >> normal and operates on boolean
variables. This is operating on binary numbers. The normal end means >> Okay. Got it. I'm able to answer the
question now. Got it. Thank you. >> Now we are at the end of the session. If
you have any questions, we can discuss otherwise we'll close the session and meet again next week.
>> Uh sir, this type live lectures we conduct uh every day or recorded lecture we have to learn.
>> Are you asking what is the frequency of this lecture? Yeah, >> it's once a week on Saturdays 4 to 6
p.m. >> Okay. >> So, if you submit assignment, we want to
see your score or not. >> I did not get you. Can you repeat? >> If you submit our assignment, we will
receive a score or not. If you submit the assignment, you will receive the uh you know after
the deadline you will receive the score that which ones are correct, which ones are incorrect. Your responses will be
>> how to see your score. >> Same. The scores will be visible to you
>> automatically. >> Yes. Not now. After the deadline is over.
Oh. >> All right. So, is there any other question?
>> Okay. So, is there no more questions? Yeah. Go ahead. Next time I think we can do the programs
on the programming platform we are going to do on online in the exam.
>> Yes. Yes. We will do it on the ID next time. So this is the first lecture. I didn't want to burden you with an ID. So
I kept it as simple as possible. Next time we'll do it on the ID. what platform they will provide in the
exams sir >> I believe that it will be a text box only for example I don't see anything
here >> during the course they are teaching us with the spiders and what
would be on the exam sir >> I do not know precisely what they will do I cannot answer that question because
I'm not affiliated with NPL best is to ask NPL write an email to What is the motive of the next session
that is on 27th January by Niharika Sharma? The motive is to discuss these questions and uh help you solve the
assignment. This is going to be a repetition I believe. I do not know uh because
another person will conduct that session who is not in contact with me. Thank you sir.
>> Okay. Is there any other question? >> Fine. So we can close the session for today. Thank you for joining. I'll see
you next time again on Saturday 4 to 6 p.m. >> Thank you sir. Bye-bye.
>> Thank you sir. >> Thank you sir. >> Thank you.
>> Thank you sir. Byebye. >> Thank you sir. Thank you sir.
>> Thank you sir. >> Thank you >> sir.
>> Thank you sir. Thank you sir. >> Thank you sir. Thank you sir. >> Thank you sir.
>> Thank you sir. >> Thank you. >> Thank you sir.
>> Thank you sir. >> Thank you. Thank you sir. >> Thank you sir.
>> Thank you. >> Thank you sir. >> Thank you sir.
>> Thank you. >> Thank you sir. Thank you.
The course is primarily designed for final-year undergraduates with some background in data science but is open to junior students who have foundational knowledge. Beginners with basic programming experience can enroll but should be prepared to study recommended reference materials to grasp concepts thoroughly.
The course covers basic Python programming concepts including variable naming rules, operator precedence among logical, arithmetic, and bitwise operators, core data types like integers, floats, strings, booleans, type casting, and common errors. Additionally, it introduces Python IDEs such as Spyder, Jupyter Notebook, and Google Colab for coding practice.
Assignments consist primarily of online multiple-choice questions that test understanding of Python concepts. They have specific deadlines (e.g., Week 1 assignment due February 4) and allow multiple attempts before closing. Scores are released after deadlines, and maintaining a minimum average assignment score (e.g., 10 out of 25) is required to qualify for certification.
The optional proctored exam occurs around late March and includes multiple-choice questions as well as basic coding tasks completed via an online platform at designated centers across India. To earn certification, students must achieve specified minimum scores in both the average of assignments and the exam itself.
Live sessions are optional and focus on clarifying assignment questions without providing direct answers, encouraging active student participation. They also address doubts about syntax, submission procedures, and exam patterns, helping reinforce concepts and prepare students effectively.
Recommended references include Gilbert Strang's "Linear Algebra" for foundational math, books on statistics and probability, and advanced Python resources like the Comprehensive Python Course and a guide to Python Pandas for data manipulation. These help deepen theoretical and practical knowledge beyond the core curriculum.
Students should consistently complete and review assignments, actively participate in problem-solving sessions to clarify doubts, practice coding regularly using IDEs like Jupyter or Google Colab, study the recommended reference books to strengthen theory, and prepare for the optional certification exam by understanding both concepts and practical applications.
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This video session outlines the teaching methodology for mathematics, focusing on the repair process of the NSB test. It introduces instructors, discusses group collaboration for question resolution, and details the course structure, including daily classes, study materials, and assessment strategies.
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