Category: Netflix

Posted on

What is machine learning and how does Netflix use it for its recommendation engine?

What is machine learning and how does Netflix use it for its recommendation engine?

You can translate the content of this page by selecting a language in the select box.

Ace the AWS Cloud Practitioner Certification CCP CLF-C02 Exam: Prepare and Ace the AWS Cloud Practitioner Certification CCP CLF-C02

What is machine learning and how does Netflix use it for its recommendation engine?

What is an online recommendation engine?

Think about examples of machine learning you may have encountered in the past such as a website like Netflix  that recommends what video you may be interested in watching next?
Are the recommendations ever wrong or unfair? We will  give an example and explain how this could be addressed.

2023 AWS Certified Machine Learning Specialty (MLS-C01) Practice Exams
2023 AWS Certified Machine Learning Specialty (MLS-C01) Practice Exams

Machine learning is a field of artificial intelligence that Netflix uses to create its recommendation algorithm. The goal of machine learning is to teach computers to learn from data and make predictions based on that data. To do this, Netflix employs Machine Learning Engineers, Data Scientists, and software developers to design and build algorithms that can automatically improve over time. The Netflix recommendations engine is just one example of how machine learning can be used to improve the user experience. By understanding what users watch and why, the recommendations engine can provide tailored suggestions that help users find new shows and movies to enjoy. Machine learning is also used for other Netflix features, such as predicting which shows a user might be interested in watching next, or detecting inappropriate content. In a world where data is becoming increasingly important, machine learning will continue to play a vital role in helping Netflix deliver a great experience to its users.

What is machine learning and how does Netflix use it for its recommendation engine?
What is machine learning and how does Netflix use it for its recommendation engine?

Netflix’s recommendation engine is one of the company’s most valuable assets. By using machine learning, Netflix is able to constantly improve its recommendations for each individual user.

Machine learning engineers, data scientists, and developers work together to build and improve the recommendation engine.


AI Unraveled: Demystifying Frequently Asked Questions on Artificial Intelligence
  • They start by collecting data on what users watch and how they interact with the Netflix interface.
  • This data is then used to train machine learning models.
  • The models are constantly being tweaked and improved by the team of engineers.
  • The goal is to make sure that each user sees recommendations that are highly relevant to their interests.

Thanks to the work of the team, Netflix’s recommendation engine is constantly getting better at understanding each individual user.

How Does It Work?

In short, Netflix’s recommendation algorithm looks at what you’ve watched in the past and then makes recommendations based on that data. But of course, it’s a bit more complicated than that. The algorithm also looks at data from other users with similar watching habits to yours. This allows Netflix to give you more tailored recommendations.

For example, say you’re a big fan of Friends (who isn’t?). The algorithm knows that a lot of Friends fans also like shows like Cheers, Seinfeld, and The Office. So, if you’re ever feeling nostalgic and in the mood for a sitcom marathon, Netflix will be there to help you out.

But That’s Not All…

Not only does the algorithm take into account what you’ve watched in the past, but it also looks at what you’re currently watching. For example, let’s say you’re halfway through Season 2 of Breaking Bad and you decide to take a break for a few days. When you come back and finish Season 2, the algorithm knows that you’re now interested in similar shows like Dexter and The Wire. And voila! Those shows will now be recommended to you.

Of course, the algorithm isn’t perfect. There are always going to be times when it recommends a show or movie that just doesn’t interest you. But hey, that’s why they have the “thumbs up/thumbs down” feature. Just give those shows the old thumbs down and never think about them again! Problem solved.

Another angle :

When it comes to TV and movie recommendations, there are two main types of data that are being collected and analyzed:


Ace the AWS Solutions Architect Associates SAA-C03 Certification Exam : Quizzes, Flashcards, Practice Exams, Cheat Sheets, I passed SAA Testimonials, Tips and Tricks to ace the SAA-C03 exam

1) demographic data

Ace the 2023 AWS Certified Machine Learning Specialty Exam with Flying Colors

2) viewing data.

Demographic data is information like your age, gender, location, etc. This data is generally used to group people with similar interests together so that they can be served more targeted recommendations. For example, if you’re a 25-year-old female living in Los Angeles, you might be grouped together with other 25-year-old females living in Los Angeles who have similar viewing habits as you.

Viewing data is exactly what it sounds like—it’s information on what TV shows and movies you’ve watched in the past. This data is used to identify patterns in your viewing habits so that the algorithm can make better recommendations on what you might want to watch next. For example, if you’ve watched a lot of romantic comedies in the past, the algorithm might recommend other romantic comedies that you might like based on those patterns.

Are the Recommendations Ever Wrong or Unfair?
Yes and no. The fact of the matter is that no algorithm is perfect—there will always be some error involved. However, these errors are usually minor and don’t have a major impact on our lives. In fact, we often don’t even notice them!

The bigger issue with machine learning isn’t inaccuracy; it’s bias. Because algorithms are designed by humans, they often contain human biases that can seep into the recommendations they make. For example, a recent study found that Amazon’s algorithms were biased against women authors because the majority of book purchases on the site were made by men. As a result, Amazon’s algorithms were more likely to recommend books written by men over books written by women—regardless of quality or popularity.

These sorts of biases can have major impacts on our lives because they can dictate what we see and don’t see online. If we’re only seeing content that reflects our own biases back at us, we’re not getting a well-rounded view of the world—and that can have serious implications for both our personal lives and society as a whole.

If you are looking for an all-in-one solution to help you prepare for the AWS Cloud Practitioner Certification Exam, look no further than this AWS Cloud Practitioner CCP CLFC01 book

One of the benefits of machine learning is that it can help us make better decisions. For example, if you’re trying to decide what movie to watch on Netflix, the site will use your past viewing history to recommend movies that you might like. This is possible because machine learning algorithms are able to identify patterns in data.

Another benefit of machine learning is that it can help us automate tasks. For example, if you’re a cashier and have to scan the barcodes of the items someone is buying, a machine learning algorithm can be used to automatically scan the barcodes and calculate the total cost of the purchase. This can save time and increase efficiency.

The Consequences of Machine Learning

While machine learning can be beneficial, there are also some potential consequences that should be considered. One consequence is that machine learning algorithms can perpetuate bias. For example, if you’re using a machine learning algorithm to recommend movies to people on Netflix, the algorithm might only recommend movies that are similar to ones that people have already watched. This could lead to people only watching movies that confirm their existing beliefs instead of challenged them.

Another consequence of machine learning is that it can be difficult to understand how the algorithms work. This is because the algorithms are usually created by trained experts and then fine-tuned through trial and error. As a result, regular people often don’t know how or why certain decisions are being made by machines. This lack of transparency can lead to mistrust and frustration.

What is Problem Formulation in Machine Learning and Top 4 examples of Problem Formulation in Machine Learning?

What are some good datasets for Data Science and Machine Learning?

This scene in the Black Panther trailer, is it T’Challa’s funeral?

r/marvelstudios - This scene in the Black Panther trailer, is it T’Challa’s funeral?

Recommended New Netflix  Movies 2022

World’s Top 10 Youtube channels in 2022

r/dataisbeautiful - [OC] World's Top 10 Youtube Channels of 2022

T-Series, Cocomelon, Set India, PewDiePie, MrBeast, Kids Diana Show, Like Nastya, WWE, Zee Music Company, Vlad and Niki

Posted on

Techies and Geek Inspired Movies and TV Shows – Netflix Amazon Prime Video HBO YouTube TV

Techies and Geek Inspired Movies and TV Shows

You can translate the content of this page by selecting a language in the select box.

Ace the AWS Cloud Practitioner Certification CCP CLF-C02 Exam: Prepare and Ace the AWS Cloud Practitioner Certification CCP CLF-C02

Techies and Geek Inspired Movies and TV Shows – Netflix Amazon Prime Video HBO YouTube TV

If you’re a movie buff or a geek, there’s no doubt you love spending your free time watching films and TV shows that inspire your passions. And in the age of Netflix, Amazon Prime Video, and HBO, there’s no shortage of inspiring content to watch. This blog post takes a look at some of the best geeky and tech-inspired movies and TV shows available on streaming services today. So whether you’re a die-hard Star Wars fan or you can’t get enough of Andy Griffith reruns, there’s something for everyone in this roundup!


AI Unraveled: Demystifying Frequently Asked Questions on Artificial Intelligence

As a software engineer who works long hours and go to kids activities after work, TV shows and movies help me relax after work.

This blog is an aggregate of trailers, questions and answers about of Geek inspired Movies and TV Shows.


Ace the AWS Solutions Architect Associates SAA-C03 Certification Exam : Quizzes, Flashcards, Practice Exams, Cheat Sheets, I passed SAA Testimonials, Tips and Tricks to ace the SAA-C03 exam

Black Panther – Wakanda Forever | Official Trailer

 
Where to watch Black Panther 2: Is Wakanda Forever on Disney Plus?
 

Marvel Pictures! Here’s options for downloading or watching Black Panther 2: Wakanda Forever streaming the full movie online for free on 123movies & Reddit including where to watch Universal Pictures’ movie at home. Is Black Panther 2: Wakanda Forever 2022 available to stream? Is watching Black Panther 2: Wakanda Forever on Disney Plus, HBO Max, Netflix or Amazon Prime? Yes we have found an authentic streaming option / service. Details on how you can watch Black Panther 2: Wakanda Forever for free throughout the year are described below.

Ace the 2023 AWS Certified Machine Learning Specialty Exam with Flying Colors

Watch Here: Black Panther 2: Wakanda Forever Free Streaming

Is Black Panther 2: Wakanda Forever on Netflix? Black Panther 2: Wakanda Forever is not available to watch on Netflix. If you’re interested in other movies and shows, one can access the vast library of titles within Netflix under various subscription costs depending on the plan you choose: $9.99 per month for the basic plan, $15.99 monthly for the standard plan, and $19.99 a month for the premium plan. Is Black Panther 2: Wakanda Forever on Hulu? They’re not on Hulu, either! But prices for this streaming service currently start at $6.99 per month, or $69.99 for the whole year.

Hulu + Live TV. Is Black Panther 2: Wakanda Forever on Disney Plus? No sign of Black Panther 2: Wakanda Forever on Disney+,which is proof that the House of Mouse doesn’t have its hands on

Watch Here: Black Panther 2: Wakanda Forever Free Streaming

every franchise! Home to the likes of ‘Star Wars’, ‘Marvel’, ‘Pixar’, National Geographic’, ESPN,

STAR and so much more, Disney+ is available at the annual membership fee of $79.99, or the

If you are looking for an all-in-one solution to help you prepare for the AWS Cloud Practitioner Certification Exam, look no further than this AWS Cloud Practitioner CCP CLFC01 book

monthly cost of$7.99. If you’re a fan of even one of these brands, then signing up to Disney+ is definitely worth it, and there aren’t any ads, either.

Is Black Panther 2: Wakanda Forever on HBO

Max? Sorry, Black Panther 2: Wakanda Forever is not available on HBO Max. There is a lot of

content from HBO Max for $14.99 a month, such a subscription is ad-free and it allows you to access all the titles in the library of HBOMax. The streaming platform announced an ad-supported version that costs a lot less at the price of $9.99 per month.

Is Black Panther 2: Wakanda Forever on Amazon

Video? Unfortunately, Black Panther 2: Wakanda Forever isnot available to stream for free on

Amazon Prime Video. However, you can choose othershows and movies to watch from there as it has a wide variety of shows and movies that youcan choose from for $14.99 a month. Is Black Panther 2:

Wakanda Forever on Peacock?

Black Panther 2: Wakanda Forever is not available to watch onLine

Peacock at the time of writing. Peacock offers a subscription costing $4.99 a month or $49.99 per year for a premium account. As their namesake, the streaming platform is free with content out in the open, however, limited.

Is Black Panther 2: Wakanda Forever on Paramount Plus?

Djamgatech: Build the skills that’ll drive your career into six figures: Get Djamgatech.

Black Panther 2: Wakanda Forever is not on Paramount Plus. Paramount Plus has two subscription options: the basic version ad-supported Paramount+ Essential service costs$4.99 per month,

How long have you fallen asleep during Black Panther (2018) Movie? The music, the story, and the message are phenomenal in Black Panther. I have never been able to see another Movie five times like I did this. Come back and look for the second time and pay attention.

Watch Black Panther (2018) WEB-DL movies This is losing less lame files from streaming Black Panther (2018), like Netflix, Amazon Video. Hulu, Black Panther (2018) chy roll, Discovery GO, BBC iPlayer, etc. These are also movies or TV shows that are downloaded through online distribution sites, such as iTunes.

Is Black Panther 2: Wakanda Forever on Amazon Prime?

Amazon Prime is not streaming Black Panther 2: Wakanda Forever movies. However, the streamer has a wide range of latest movie collections for their viewers, including Train to Busan, The Raid: Redemption, Hell or High Water, The Florida Project, and Burning.

Is Black Panther 2: Wakanda Forever on HBO Max?

No. Black Panther 2: Wakanda Forever is a Sony movie, not a Warner Bros. movie. Also, HBO Max will no longer be streaming theatrical movies in 2022. (Last year, Warner Bros. opted to simultaneously release its theatrical slate on streaming, meaning HBO Max subscribers could watch movies like Matrix Resurrections at home. This year, however, Warner Bros. theatrical movies will have a 45-day theaters-only run before moving to HBO Max.)

Techies and Geek Inspired Movies and TV Shows - Netflix Amazon Prime Video HBO YouTube TV

Lupita Nyongo will be the new Black Panther. The opening of the trailer shows her in the Black Panther suit and she is missing from the rest of the trailer.

n the trailer the Queen/Bassett says her entire family is dead. It also shows Lupita giving birth to T’Challa’s child.


Ace the Microsoft Azure Fundamentals AZ-900 Certification Exam: Pass the Azure Fundamentals Exam with Ease

So, the Atlanteans attack. Shuri is killed in her attempt to take the BP mantle and defend Wakandan, or maybe captured and presumed dead. Then Nakia gives birth. Somehow a heart shaped herb is found and given to her, she is powered up and quickly recovers from giving birth (she may even take it while pregnant because she is seriously injured in the Atlantean attack.) Nakia becomes BP and queen regent. She fights Namor, and maybe also rescues Shuri.

Something like that.

 

Day Shift | Jamie Foxx, Dave Franco, and Snoop Dogg | Official Trailer | Netflix

source: r/movies

Day Shift:

Bud Jablonski (Jamie Fox) is a pool cleaner who scores extra cash as an exterminator, ridding the San Fernando Valley of its enduring vampire problem. But he does this work freelance—not part of the slayers union—so it’s not as lucrative as it is for his friend Big John Elliott (Snoop Dogg,) who is using his clout to bring Bud back to guild wages and benefits.

DEATH OF A LADIES’ MAN (2022) – Official Trailer

Trying to wrap my head around why they called the movie Death of a Ladies Man but used Bird on a Wire instead.

The movie was “inspired by the songs of Leonard Cohen.” So, I assume they’re going to use more than one.

Source: /r/movies

Ticket to Paradise | Official Trailer [HD]

What if in the end of Ocean’s Thirteen Danny and Tess got married, had a kid and divorced and now 20 years later try to sabotage their child’s engagement.

Looks like a rom com where there’s not a single unpredictable moment and yet will still be kind of fun.

Bodies Bodies Bodies | Official Trailer 2 HD | A24

SEE HOW THEY RUN | Official Trailer | Searchlight Pictures

It’s obvious from the popularity of “only murders in the building”, “knives out”, and the recent Christie movies that we’re entering a new era of campy mystery movies and I couldn’t be more excited for it.

source: r/movies

Thirteen Lives – Official Trailer | Prime Video

Just watching the trailer is making me feel claustrophobic.

source: r/movies

NOPE – Official Alternate Trailer – July 22

s it just me or do all of the night scenes look like they’re filmed in the day and color shifted to look like it’s night?

I remember they did that in 28 weeks later and it looked really jarring and cheap.

source: r/movies

Honor Society | Official Trailer | Paramount+ | July 29th

It wrinkles my brain that McLovin is now old enough to play a teacher.

source: r/movies

Vikrant Rona | Official trailer (English) | releasing on July 28

Kannada film industry producing really great movies.., visuals are at Hollywood level.., KGF 2, 777 Charli, Vikrant Rona..

What TV show was amazing at first but became unwatchable for you later on?

Heroes

Season 1 was great and fresh. Season 2 didn’t know what to do with itself and just started giving everyone super powers.

By Season 3, characters were just changing motivations at the drop of a hat and it was just a huge mess of bad writing.

The blacklist, so many loopholes and a never ending plot. I mean, the female hero (forgot her name) was wanted and had her pictures broadcast nationwide live, but a couple of weeks after she can do undercover work.

Not the worst offender, but That 70’s Show tanked pretty hard once Eric left. He was sorely needed to make the chemistry of the group work.

Once Upon a Time. The first 3 seasons were good! And then after that they just kept getting worse

source: r/askreddit

 

What are movies where the final line of dialogue is the title of the movie?

I was watching Chinatown last night (great movie, btw!) and got to the final scene already knowing what the last line is, cause it’s famous and all, but only then clicked that the last word spoken is the title of the movie. (I know you can hear some cops sorta talking in the background as the camera pans out but I don’t think anyone would say that is the final dialogue in the movie).

Anyway, got me thinking, what are some other movies like this? Last words are the title of the film.

1- “And then they realized they were no longer little girls…They were little women.” – As read by Moe

2- Perfection

3- “I am Iron Man“

4- The Breakfast Club

5- “It’s Fantastic.”

6- “Say that again”

7- “It’s Fantastic”

8- “Guys, I think I’ve got it”

9- Fant4stic

10- I told my wife about my dinner with Andre“

11- Queen’s Boulevard

12- “By the end of that summer of ’59, we truly were a Fellowship of the Ring.”

13- Mystery men ends with a reporter asking “who are these Mystery men?”

14- “Finally, an end to these Star Wars”

source: r/movies

How strong is Black Noir in The Boys?

 

I’d argue he’s the second most powerful member of The Seven

(Note, I’m doing TV Show Black Noir)

Black Noir is my favorite character in The Boys only second to Stormfront (cause she’s hot). So I always wanted to publicly share where I scale Noir, but before I do this, I have to share a few stuff stuff.

  1. The Boys Presents Diabolical is mostly canon, specifically episodes 6,7 and 8.

That’s really all, now sit back and enjoy (or dislike) this answer.

  • Section 1: AP

Black Noir’s AP feat-wise isn’t too impressive since his speed is the real deal, but he’s still no joke since he’s able to fight and defeat Kimiko in a battle.

 
 

(I consider this fight to be an outlier since Black Noir should be faster than her, but it doesn’t change the fight since Black Noir is stronger)

And keep in mind this is the same Kimiko that survived attacks from A-Train

 
 

And even reacted to A Train while he was going fast

 
 
Kimiko speed feat
Imgur: The magic of the Internet
https://imgur.com/a/C5EF0Y1
 

This says a lot since she was badly damaged while fighting Noir (Had to use her self healing to survive), and she didn’t even get harmed that much while fighting A-Train since she got back up a few seconds later.

And he has shown himself to be much stronger than Starlight in multiple instances

 
 

https://giant.gfycat.com/ImpossibleExhaustedHarvestmouse.mp4

This is the same Starlight that survived an attack from Stormfront (Same with Kimiko)

 
 

And Starlight tanked a Serbu BFG 50A with no injury

 
 
Starlight durability #1
Imgur: The magic of the Internet
https://imgur.com/a/crwJMq7
 

So already Noir scales above Kimiko and Starlight and scales above A Train due to a better performance aganist Kimiko, you could also argue his AP being at least on par with Maeve due to the tree nut scene and her deciding to use tree nuts instead of fighting him.

 
 

But it’s an iffy argument, doesn’t really matter though cause I think Noir beats her regardless.

  • Section 2: Speed

My favorite section yet.

Noir is stated to be much faster than a car

Not too impressive but this is just the start.

Black Noir was consistently able to dodge Homelander’s beams

And dodged Homelander himself

 
 
Blacknoirvshomelander GIF – Find & Share on GIPHY
Discover & share this Blacknoirvshomelander GIF with everyone you know. GIPHY is how you search, share, discover, and create GIFs.
https://giphy.com/gifs/blacknoirvshomelander-awlDY6U212DDY6DUYV?utm_source=media-link&utm_medium=landing&utm_campaign=Media%20Links&utm_term=
 

I made an answer as to why Homelander is Hypersonic+ at least and his lasers are faster, check it out

 
 

Homelander is narratively potrayed to be the most powerful being in The Boys and should be the fastest

Not only that but Black Noir is consistently able to counter Homelander’s beams with his knives and is fast enough to throw them

https://i.giphy.com/media/mopdzvwJYP1FbseXKL/giphy.mp4 https://i.giphy.com/media/JrxshenT8yh7W7kpxi/giphy.mp4

No one in The Boys has shown a good speed feat like Black Noir just for this (excluding Homelander) not even A Train has shown anything like this.

  • Section 3: Durability

Doesn’t show too much but he’s able to tank a bomb from Naqib

 

With minor injuries to him

And tanked explosions previously as well

https://giant.gfycat.com/AdorableAbandonedInchworm.mp4 https://giant.gfycat.com/ElementarySpeedyDodo.mp4

  • Section 4: Others

Not too much but he’s great at Martial Arts, Stealth, Weapons, etc. He’s basically Batman

I hope you enjoyed the answer, wanna thank some people who remain annoymous for proving the scans to some of these

Black Adam – Official Trailer

Marvel Studios’ Thor: Love and Thunder | Official Trailer

Three Thousand Years of Longing | Official Trailer

BARBARIAN | Official Trailer | In Theaters August 31

What are considered the best western TV shows?

The Western TV shows that are usually considered the best, are the ones from the 50s and 60s.

Rawhide (1959 – 1965).

Bonanza (1959 – 1973).

Wagon Train (1957 – 1965).

Maverick (1957 – 1962).

Have Gun – Will Travel (1957 – 1963).

The Wild Wild West (1965 – 1969).

Gunsmoke (1955 – 1975).

Thanks for reading. Source: https://qr.ae/pvPYMs

The Gray Man | Official Trailer | Netflix


15 largest entertainment streaming companies in the world – Netflix leads the pack

Post image

80% of movies on Netflix were released after 2015 

80% of movies on Netflix were released after 2015 [OC]
80% of movies on Netflix were released after 2015
error: Content is protected !!