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Kaleidoscope Netflix Series Review

Kaleidoscope Netflix Series Review vidixpress 0 Views • 1 month ago

This is my Kaleidoscope review and I need your thoughts below. Explain your feelings on the ending to this wild structure of season 1 and if you liked my Kaleidoscope Netflix Series Review.
Spanning 25 years, Kaleidoscope (previously titled Jigsaw) is an all-new anthology series following a crew of masterful thieves and their attempt to crack a seemingly unbreakable vault for the biggest payday in history. Guarded by the world’s most powerful corporate security team, and with law enforcement on the case, every episode reveals a piece of an elaborate puzzle of corruption, greed, vengeance, scheming, loyalties and betrayals. How did the crew of thieves plan it? Who gets away with it? Who can be trusted? Loosely inspired by the real-life story where seventy billion dollars in bonds went missing in downtown Manhattan during Hurricane Sandy, Kaleidoscope consists of eight episodes spanning from 24 years before the heist to 6 months after.
The compelling crime anthology series takes a non-linear approach to storytelling, building intrigue and suspense uniquely, with Netflix members each having a different immersive viewing experience. Some members may start with certain episodes (like episodes “Yellow or “Green”), then move deeper into their own personal viewing order with varying episodes (“Blue” or “Violet” or “Orange,” followed by “Red” or “Pink”) until the epic “White: The Heist” story finale.
All viewers will eventually see all episodes, but the order in which they watch the episodes will affect their viewpoint on the story, the characters, and the questions and answers at the heart of the heist. How will you experience the colors of Kaleidoscope? We get stars like Giancarlo Esposito and Jai Courtney. How to watch Kaleidoscope? We talk about it.
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A Multi-Armed Bandit Framework for Recommendations at Netflix | Netflix

A Multi-Armed Bandit Framework for Recommendations at Netflix | Netflix vidixpress 0 Views • 1 month ago

Get the slides: https://www.datacouncil.ai/talks/a-multi-armed-bandit-framework-for-recommendations-at-netflix?utm_source=youtube&utm_medium=social&utm_campaign=%20-%20DEC-SF-18%20Slides%20Download

ABOUT THE TALK:

In this talk, we will present a general multi-armed bandit framework for recommending titles to our 117M+ members on the Netflix homepage. A key aspect of our framework is closed loop attribution to link how our members respond to a recommendation. Our framework performs frequent updates of policies using user feedback collected from a past time interval window.

We will take deeper look at the system architecture. We will illustrate the use of that framework by focusing on two example policies – a greedy exploit policy which maximize the probability a user will play a title and an incrementality-based policy. The latter is a novel online learning approach that takes the causal effect of a recommendation into account. An incrementality-based policy recommends titles that brings about the maximum increase in a specific quantity of interest, such as engagement. This helps discount the effect of recommendations when a user would have played anyway. We describe offline experiments and online A/B test results for both of these example policies.

ABOUT THE SPEAKERS:

Jaya Kawale is a Senior Research Scientist at Netflix working on problems related to targeting and recommendations. She received her PhD in Computer Science from the University of Minnesota and has published research papers at several top-tier conferences. Her main areas of interest are large scale machine learning and data mining.

Elliot is a software engineer at Netflix on the Personalization Infrastructure team. Currently, he builds big data systems for personalizing recommendations for Netflix subscribers, using a variety of technologies including Scala, Spark/Spark Streaming, Kafka, and Cassandra. He graduated from UC Berkeley (B.S.) and Stanford (M.S.) and has previously worked at eBay and Apple.

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The Gentlemen (2024) Netflix Series Review

The Gentlemen (2024) Netflix Series Review vidixpress 2 Views • 1 month ago

In Guy Ritchie’s Netflix spinoff series The Gentlemen, Eddie Horniman unexpectedly inherits his father’s sizeable country estate - only to discover it’s part of a cannabis empire. Moreover, a host of unsavory characters from Britain’s criminal underworld want a piece of the operation. Determined to extricate his family from their clutches, Eddie tries to play the gangsters at their own game. However, as he gets sucked into the world of criminality, he begins to find a taste for it. Should The Gentlemen be on your bingelist? Thanks for checking out my The Gentlemen (2024) Netflix Series Review!

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*****

My couch rating system:
5 - A must-watch - do not pass this one up
4 - It's really good, you should see it
3 - It's OK - maybe good for a rental
2 - It's not that good and I wouldn't recommend it
1 - It's terrible and I definitely don't recommend it
0 - Cutting off a finger is better than watching this

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