Sir, we were checking if the value of alpha was falling in our range or not.
And we did check Laplace smoothing earlier as well,
but the variations are not constant at maximum likelihood.
Did you take centroids as analog parameters
and assignments as hidden variables?
Yes, sir. We have been using Bayes' theorem, but...
Forget Bayes' theorem, then.
The proof will be subjective in our case.
We can't restrict this machine from
giving us endless multiple possibilities.
We need to get out of these conventional methods.
We need a fresh approach.
A fresh approach, yes.
May I help you?
Excuse me?
With your permission, I can solve your problem.
Oh! Really?
You must know Python dynamic neural networking.
Maybe you invented it.
It's a neural networking computing system
that consists of highly interconnected nodes.
These nodes are organized in layers
and process information using the dynamic state responses
to the external inputs.
These neurons start together to form a network
which can be used to approximate any function.
Where did you learn that from?
Knowledge is present all around us. You just need to want to absorb it.
There's a big difference
between reading books and applying your knowledge in real life.
Our thoughts are limited in sections.
That is why we instantly give names to those incidents
and consequences that we are familiar with.
We don't want our minds to fear the unforeseen possibilities.
This sectional mentality
stops us from seeing the world in its entirety.
Are you
pointing at the categorical thinking
and cognitive biases in data?
Man made fire, electricity, satellites.
Still, there is so much chaos in the world.
In fact, you can never understand the human mind.
The human nature.
The contrast in man's thoughts is not as great as we think it is.
They are all alike.
Lowly, selfish,
cruel.
Nobody ever wants to accept that.
You know,
the future is AI. Artificial Intelligence.
My design model excels at spotting correlations.
But it's inconsistent at casual reasoning.
You can only predict something
when you value the past and the present equally
and maintain the balance.
Lord Brahma could also see time as standstill.
Einstein also proved
that the speed of light is independent in a vacuum.
Become a mystic and move away from the arrow of time,
so that you can predict the future
from the perspective of the past and the present.
Your way of thinking is very unique.
Completely unique.
And I am sure that your way of thinking
can give a new perspective to our program.
Will you join our research program?
What would you do if you could see the future?
I would
save my assistant's life.
A few days ago, for some reason,
he died by suicide.
As they say,
when one door closes another one opens.
The universe maintains the balance.
No incident in this universe occurs without a reason.
Ishani, I'm sorry that I'm going to have to kill you like this.
I didn't want to kill Mr. Lolark either.
But since the two of you are so curious, I'm left with no options.
Mr. Lolark hadn't even completely died.
But I had to burn him.
He was writhing.
That's when I decided that I'd never give anyone such a painful death.
So, I decided to give you a clean death.
I don't like blood.
I pray that your soul rests in peace.
Ishani! Ishani!
Ishani!
Ishani! Ishani! Ishani!
Ishani!
Dhananjay Rajpoot.
I always feel delighted to meet you.
Naina, what a pleasant surprise?
"Do not ever be friends or enemies with an evil person."
"Coal burns you when it is hot"
"and blackens the hand when it is cold."
The company of evil will destroy you.
Kesar Bharadwaj, stop yapping nonsense.
You are alive because we need you. Understood?
Got the access.
Check the chats. - Yes.
Check if there are more messages about the 'Ashwini Nakshatra'.
What?
It's like millions of rings!
Almost like an e-bomb.
It will take a lot of time to find the real portal from these.
It's going to take forever.
Did you think it would be easy?
Keep trying. This is your destiny.
What's going to happen on the 'Ashwini Nakshatra'?
You are begging before me after tying my hands.
Nothing has changed.
Everything is the way it was, Dhananjay Rajpoot.
If nothing had changed,
then Swati would have been alive.
A clock stops working when you take one of its parts out.
But time does not stop.
No matter how hard you try,
you'll never be able to stop him from doing great deeds.
It's my fault.
I could have saved her.
This wasn't your fault.
Ishani had a suspicion since day one, sir.
She'd have been alive if I'd listened to her.
*** bastard! - Sir!
Nikhil! - Nikhil!
What the hell! - He killed Ishani!
Sir! - Have you lost your mind?
Ishani had suspected him of hiding facts about Lolark's death!
No, sir.
She tried to tell me so many times... - Nikhil! You need to calm down.
Sir, I know what I'm saying.
Ishani must have found something against him...
Nikhil! Enough! - Nikhil! Stop it! Stop!
Take him away!
Sir.
The person you're ready to die for doesn't care about your life.
Death is salvation.
What?
Dhananjay Rajpoot.
I am see a change in you.
Why? Are you scared?
Your arrogance is also a reflection of me.
Kesar.
You did your job with dedication.
For your commendable contribution,
I'm giving you your life back.
Dhananjay Rajpoot,
I also have a gift for you.
You think your anger is your strength.
Use all your strength.
Save him.
Whether or not he stays alive,
you certainly won't.
Those who have gone beyond their existence
cannot be killed even by your God, let alone you.
We've heard a lot about you.
You are an avatar of God.
My child has been missing for two days.
The police can't find him.
Please help us find him, God.
I'm not God.
I only obey His command.
We have come to you with a lot of hope.
Please save our son.
Please save our son, God!
What is your son's name?
Madhav.
The miracle boy has done it again!
He saved a friend's life,
prevented a bus from falling off a cliff
and today, he has found a missing boy.
But no one has figured out how Anant performed this miracle.
I have come all the way from Belgium to learn from Anant
the power of concentration and divine wisdom.
Anant had come here when he was five years old.
He's just mesmerizing.
We heard that you could bend a spoon just be looking at it.
Thousands of people struggling with their lives are following you.
They believe in you. Any message for them?
Help each other.
Struggle will automatically end.
You can't see the stars if it's not dark.
Similarly, there can be no peace without struggle.
Anant! One more question! - Hail Lord Anant!
Hail Lord Anant! Hail Lord Anant!
Ishani was tapping Rasool's phone.
She was accessing confidential files, CCTV footage without our permission.
Sir, she was looking for evidence.
Yes, but she didn't find any, Nikhil.
Plus, Rasool has a concrete alibi. - Yeah.
Do you think Rasool would have any difficulty to fabricate an alibi?
Sir, he was stalking Ishani.
He had her personal information and life history in the pen drive.
Ishani showed it to me.
What pen drive?
Rasool's pen drive.
I'm sorry, but we found no pen drive at Ishani's house.
So, he must have destroyed it.
Sir, Ishani was an honest officer. You know that.
Nikhil, I can understand your emotions.
One of our officers has died under mysterious circumstances.
There will be an internal inquiry.
Sir, an internal inquiry?
We must follow the protocol.
Sir, we lost her because of the protocol.
Sir, hadn't Ishani shared her doubt with you?
Why didn't you do anything?
She just had a hunch.
You know what, sir?
Apart from the killer,
two more people are responsible for Ishani's death.
Me and you.
I can't believe this. Are you sure?
Okay. Thank you so much.
Thanks. Bye.
I just spoke to Kevin.
Nikhil suspects Rasool's involvement in Ishani's death.
Rasool!
Apparently, Ishani was investigating Rasool.
She suspected that
Rasool killed Lolark.
Maybe Ishani had found some proof, which is why Rasool...
Do me a favor.
Give all the information about Harivansh to the ATF.
And we'll go after Rasool.
DJ, despite knowing that Rasool and Shubh could be in cahoots,
we can't give this information to the ATF.
Harivansh can die. - So?
Let him die.
Who knows how many more people will die
if we don't stop Shubh?
I want Rasool's history.
Everything about him.
Riya.
Lolark. Ishani.
They are all dead because of me.
You couldn't have done anything to stop what happened, Nikhil.
I could have! That is the whole *** point!
Ishani would have been alive if I'd believed her!
She died because of me!
Stop blaming yourself. It's not your fault.
It is my fault, Nusrat!
Do you know how it feels when you betray someone's trust?
You haven't betrayed anybody's trust, Nikhil.
You want justice?
Finish what Ishani started.
That's how you get justice, Nikhil.
Ishani had said that she had asked the ballistic expert
to prepare Lolark's wound analysis report.
Let's look into that. We may find something.
Sir.
I wanted to talk to you about something. - Yeah, tell me.
Sir, I don't think Nikhil is mentally fit to work on this case.
Sir, you saw how he assaulted Rasool.
He can become a liability.
Let me deal with Nikhil.
You focus on your job.
Kesar is still missing right? Find him.
Hello, Mr. Harivansh Sinha.
Who are you? - ATF.
ATF?
Why did you bring me here?
You'd probably have been dead by now if we hadn't brought you here.
This the M-Vac DNA analysis report of the lake victim.
Age 38. Asthmatic.
Dental records show two fillings.
She's in the early stages of multiple sclerosis.
Match this with
all the missing victims' profiles from last month.
Sir, how many times should I tell you?
I'm only a financial consultant.
How would I know
why someone wants to kill me?
You must have done some illegal dealings.
Sir, I am a simple man.
I don't have any enemies.
So, why is your name in the target list?
You should know that, sir.
We're wasting our time with him.
If Shubh has targeted him, then there definitely must be a reason.
That bastard is distracting us!
One thing we know for sure about Shubh is that he never hides what he does.
He loves attention.
Us finding him and Mr. Shashank receiving
two anonymous emails just can't be a coincidence.
You mean this is connected to the 'Ashwini Nakshatra' plan?
Maybe.
But I can say two things with certainty.
Whatever Shubh's plan is, he's moving very fast.
And there are many people like Harivansh in his plan.
Rasool Shaikh. Born and brought up in Ghaziabad.
He was a topper at the local school.
He went to Jamia on a scholarship.
He was a debate champion there. Then,
the head of Cultural Club and passed out with top grades.
Finally, he got selected to the CBI training program five years ago.
No red flags.
The CBI would have found red flags in the background check if he had any.
We need to find what the CBI couldn't find.
What about his personal life?
Family, friends and so on.
We checked his background, sir.
His batch mates say he was very friendly.
His teaching staff say that he was a brilliant student.
This guy is totally clean.
This is a well-designed profile.
Fake but clean.
Rasool's past has been very carefully erased.
I need to go.
Where?
In Shubh's previous life.
His past.
Have you ever thought
why only you survived at the monastery and the others died?
Because you were lucky.
If you were present there, Shubh would have killed you with the others.
Shubh has only one goal in life.
To become Kali and rule the world.
And if you get in the way,
he will kill you, too.
On the day of the 'Ashwini Nakshatra',
Shubh is going to launch a huge attack.
Hundreds of thousands of people will die.
And only you...
Only you can help us.
Please.
Of what help can I be to you?
I've never even seen him.
In order to catch Shubh,
one doesn't need to see him. One needs to understand him.
And no one understands him
better than you do.
I needed a favour, Nusrat.
I didn't tell you this earlier,
but Imran has lost his job.
What?
Yes.
Things have gotten a bit stressful at home.
You know,
a financial crisis.
Imran is trying to sell the property in Chandigarh,
but, unfortunately, it is stuck in an encroachment case.
You have a lot of contacts.
Please help us.
No, Shama.
I can't help you. This is illegal.
Please, Nus! Can't you do this much for me?
I can't do this for you or anyone else. It's wrong.
Nothing is right or wrong when it's about your family, Nusrat.
And it's not like
you've never done anything illegal.
Exactly. I had six years ago.
And I still regret that.
You hate me so much.
I don't hate you.
I hate myself.
Thanks to you.
He would always talk about 'Asuras'.
He was obsessed with their stories.
He always said that
the society had misunderstood the 'Asura'.
He said the 'Asuras' were akin to the Gods.
And he wanted to change
this biased and unfair society.
Did he ever talk to you about his future plan?
He was very excited a few days before he left.
He said he had met a professor.
A professor?
Yes. He said they were building something that
would change the world.
Something that would change the world.
Did he tell you the name of the professor?
He didn't tell me the name.
He would always address that man as professor.
Yes, Rannvijay.
Rasool's has different addresses on his school and Jamia records.
Go to both the places. Maybe you'll find something.
Okay.
We found a match for the lake victim's DNA.
Shalini Swaraj.
Coder. The company she worked is Bio-pulse.
Bio-pulse. - The hacked pacemakers belonged to this company.
Yeah.
Shubh obviously didn't randomly select Shalini and Harivansh.
Let me see if there's a connection.
We have only four days until the 'Ashwini Nakshatra'.
We'll send a team to Shalini's house. Let's see what they can find.
236. - 241.
Hey! Mister!
Can you please come here? - Yes.
What is it?
Can you tell me where this house is?
Mr. Shaikh's house.
Yes.
It's in the next lane.
But it's been closed for years.
What do you mean?
Where are they? - They went to Dubai.
When?
It was around the year 2012.
2012.
The year in which Rasool got admission in Jamia.
Do you know his son, Rasool? - Rasool?
He was like a son to me.
He would stay at our house more than at his.
This is him, right?
No.
This is not Rasool.
If he is not Rasool, then what's his real name?
DJ had told me
that three more people had escaped from jail with Shubh.
Om Pandey and Jagdish Munda had been found.
They just couldn't find
the third person.
Balveer Suber.
Sir, we found a laptop and some hard drives at Shalini's house.
She was a coder. So, we have a lot of data here.
I'm scanning all her hard drives. So, let me see what I can find.
Sir, Shalini and her friend, Juhi, worked together at Bio-pulse.
She's right here.
Had you recently met Shalini?
Yes. She had quit her job six months ago for freelancing.
But we kept seeing each other.
Anything unusual?
No, but
she was quite stressed after she quit the job.
Why?
Any relationship problems?
Shalini was very secretive.
She wouldn't tell me much about her personal life.
But I'd seen a photograph of hers in her phone with her boyfriend.
Do you know her boyfriend?
Not personally, but
I've watched his interviews on TV.
Who? - Arjun Bhalla.
Arjun Bhalla, the industrialist?
He is one the top three richest men in India.
Are we going to do it? - It's not going to easy.
Excuse me.
Sir, these are analytical algorithms.
Completely out of my area of expertise.
This is not my area, sir.
We need someone who can crack this.
I know just the person who can.
I had met Shalini three years ago.
Three years back.
It was a difficult phase in my life.
Business issues, personal problems.
I was going through a divorce.
Shalini supported me a lot.
We had an instant connection.
When did you last talk to Shalini?
Two weeks ago.
Two weeks ago?
She was avoiding my calls.
We had an argument.
Argument?
What couple doesn't have fights?
Mr. Bhalla, I'll need your schedule for the last two weeks.
All the details. Your whereabouts.
Mr. Paul, I know in which direction you are headed.
Before you level any allegations,
please take a look at this.
Mr. Bhalla was in Australia when Shalini died.
I was there for almost a month.
Building a new plant there.
I'm sure all your doubts have been cleared.
Anything else?
No.
Thank you for your co-operation, Mr. Bhalla.
We will get in touch if need be.
Sure. - See you.
Hi, Naina.
Hi.
I know...
I know it was on short notice. So, thanks for coming here.
So, I cracked the algorithms on Shalini's laptop. - Okay.
These are very complex algorithms
that are generally used for AI applications.
And I'm honestly quite surprised to find these applications on her laptop.
Because they're generally used for
projectile launches, drone attacks, bank trading, controlling dams.
Maybe Shubh is going to use these to launch an attack.
If that's true, we are in trouble.
Ishani would always ask me to do sneaky things.
And I could never refuse her.
Here you go.
There are visible signs of skeletal trauma in the thoracic region.
There is high energy fragmentation.
The exit wound is near the third rib.
Several depressed fractures, bevelling,
displaced bone fragments...
Because of the bullet projectile?
Can you please show us a simulation of the bullet path?
The distinct marks of the bullet are very clear.
It was fired from a high caliber sub-machine gun.
It's a Heckler & Koch MP5.
It's clearly mentioned in Rasool's statement.
It matches with the distance that Rasool's mentioned.
All the wounds look consistent.
Something's not right.
This is Lolark's original X-ray.
There's an additional mark here.
This wound looks different. - Hmm.
Looks like a 9mm.
It's a regular service revolver.
Lolark's gun.
It was missing at the crime scene.
This means
Lolark died from a bullet fired from his gun.
So, he was shot with these bullets after his death to make up a story.
It's possible that Rasool was traumatized and forgot the details.
It happens. - If that were true,
he couldn't have told us the make of the gun so precisely.
Heckler & Koch MP5.
All his details were very precise
to make the story look authentic.
Ishani's gut feeling was right.
Rasool killed Lolark.
Sir, Balveer's parents.
Greetings.
Is this your son, Balveer?
Looks like him.
He was a kid when we last saw him.
Ballu! He is Balveer!
The exact same eyes!
Yes. It's the same eyes. - Is Ballu alive?
We were told that... - No, he is alive.
Amit!
Yes, sir. - Their blood and saliva samples.
And get whatever you find at Balveer's house.
Yes, sir. - We'll match it with Rasool's DNA.
Nikhil.
We have to meet.
Where the *** have you been?
We've been looking for you since two months!
Have you any idea the things we had to hear because of you?
I'm sorry, sir.
Sir, I'll explain everything to you later.
Right now, it is very important for us to catch Rasool.
Why should we listen to a suspended officer
who has a criminal case filed against him?
Because I have proof.
Sir, Rasool and Balveer are the same person.
He escaped from jail with Shubh and stayed hidden for years.
After that, he turned from Balveer Suber to Rasool Shaikh.
Sir, we have Balveer Suber's DNA report
which matches 100 percent with Rasool's DNA.
Sir, Rasool had lied in his statement.
According to the ballistic report, Lolark wasn't shot by a machine gun.
He was shot by his service pistol.
Ishani was right, sir.
She was right.
Mandy, tell the service team to immediately arrest Rasool.
It was you who told us about
the attack on the 'Ashwini Nakshatra' and Harivansh's tip, right?
What else are you hiding?
What difference does it make?
You won't believe a suspended officer who has a criminal record.
You could be jailed for interfering in this case without authority.
Had I been interfering,
I wouldn't have brought you the evidence.
Sir, Rasool is not in the building.
He's not at his home either. His phone is switched off.
Your fear is indicating that you are regretting what you did.
Ishani had more than necessary information on me.
So, I thought...
Your folly has created an obstacle in the events that are predestined.
Have you forgotten how tiny outcomes
of small incidents can bring in big changes?
I'll make everything right.
Just give me one...
Just give me one chance.
We have some big news for you.
The RBI Governor, Urjit Patel, has resigned.
The reasons for his resignations are not clear yet.
As you can see on your screen, the RBI Governor...
Hello. - Hello.
Nusrat Saeed? - Yes.
I work at the Holy Family Hospital.
Your mother has been admitted to the ICU.
Mom!
Hello. - Mr. DJ.
Did you recognise me?
I made a mistake in not recognizing our character.
Balveer Suber.
But you also made a mistake.
You killed Lolark.
You know that he was like a brother to me.
Oh, Mr. DJ!
You are entangled in the social worldliness.
Let go of these illusions now.
I won't spare you.
Hide wherever you want to.
I will find you.
You will die at my hands.
The strings of my life and death are not in your hands, sir.
Hell, Shama! Where are you?
As of now, you should think about how to save your team member, sir.
Your favourite prodigy.
Okay, sir?
Goodnight!
Oh, sorry.
You must be wondering what is so good about this night.
DJ. - Nusrat, where are you?
Mom is really unwell. I'm going to the hospital.
Nusrat, just stay where you are!
Stay right there! Don't go anywhere! Just listen to me!
Do as I say. Just stay where you are!
But why? - Because it's a trap, Nusrat.
Nusrat!
Hello! Hello!