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MIT researchers use machine learning to kill video buffering

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Don’t you just hate it when the YouTube clip you’re trying to watch pauses midway to buffer, or drastically lowers the resolution to a pixelated mess? A group of MIT researchers believe they’ve figured out a solution to those annoyances plaguing millions of people a day.

Using machine learning, the Pensieve system figures out the optimal algorithm to use for delivering video at the best possible resolution while avoiding buffering breaks, no matter what connection you’re on.

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That’s kind of what YouTube and Netflix already strive to do, but the researchers at MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) say that the systems currently have to make a trade-off between the quality of the video versus how often it has to rebuffer in order to prepare the next segment of the clip for viewing.

By using an AI to learn what algorithm works best in various conditions – including, for example, instances when you’re heading into a tunnel where connectivity is sketchy, and when you’re in a crowded area with thousands of other network users – Pensieve is said to cut rebuffering by up to 30 percent.

The team says it’s tested its system with just a month’s worth of video content; exposing it to more data, like Netflix’s entire catalog, could help boost its performance even further. The technology could also prove useful in applications like streaming high-resolution VR content.

The researchers will present their paper at the upcoming SIGCOMM Conference in Los Angeles, and also plan to open-source the project subsequently. You can learn more about how it works on this page.

High-quality online video with less rebuffering on MIT News

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Don’t Eat These Foods on Diwali

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Foods not to eat on diwali

నరకాసురుడు అనే రాక్షసుణ్ణి చంపినా సందర్భంగా జరుపుకుంటున్న పండుగ దీపావళి భారతదేశం లోనే హిందువులు చేసుకుంటున్న పండగలలో ఇది ఒక్కటిగా చెప్పుకోవొచ్చు.దీపావళి నాడు లక్ష్మి దేవి ని పూజిస్తే ఐశ్వర్యాలు సిద్ధిస్తాయని,విజయం సాధిస్తామని చెడుని ఎదిరించి దైర్యం వస్తుందని అంటారు పెద్దలు.దీపావళి మహా లక్ష్మి కి చాలా ప్రీతిపాత్రమైనది గ చెప్పుకుంటారు.ఆ రోజు భక్తి శ్రద్దలతో తల్లిని పూజిస్తే ఎలాంటి కోరికలు అయిన తీరుతాయని నమ్మకం.ఇక దీపావళికి భక్తిగా నోముకుంటే ఆ సంవత్సరం అంతా శుభం కలుగుతుంది.అయితే ఇప్పుడు దీపావళికి అర్ధం మార్చేశారు దేఎపావలి అంటే పటాసులు కాల్చడమే పండగ అనుకుంటున్నారు

ఇక మరికొందరు దీపావళి పండగ అనగానే పొద్దున్న లేవటం మటన్ లేదా చికెన్ వంటి మాంసాహారం తెచ్చి వండుకొని తింటుంటారు.దీపావళి మహా లక్ష్మి కి ప్రీతిపాత్రమైన రోజు అందుకే ఆ రోజు మాంసాహారం తీసుకోవడం మంచిది కాదు.దీపావళి నాడు పూర్తిగా ఉపవాసం చేసి కేవలం శాఖాహారం అది కూడ ఆకు కూరలను తీసుకున్నట్లైతే మంచి జరుగుతుందని చెబుతున్నారు పండితులు.ఎంత పూజ చేసి ఎన్ని కొబ్బరి కాయలు కొట్టిన కూడ ఆ రోజు మాంసాహారం తింటే ఫలితం ఉండదు.లక్ష్మి దేవి పూజ చేసిన రోజు మాసాహారం తీసుకోవడం మంచిది కాదని అలా చేయడం వల్ల అష్ట దరిద్రాలు చుట్టుకుంటాయని అంటారు.అలా చేస్తే ముఖ్యంగా ఆర్ధిక ఇబ్బందులు ఎదురు అవుతాయి.డబ్బులు వచ్చినట్లు వచ్చి ఖర్చు అవుతుంటాయి అందుకే ఆ రోజు ఎత్తి పరిస్థితుల్లో మాంసాహారం తీసుకోవోద్దని చెబుతున్నారు

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7 Haunted Hotels That’ll Scare

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7 haunted hotels

The idea of ‘ghosts’ has always been interesting but experiencing paranormal activity can lead to some indelible scars on one’s mind. People all around the world have felt spooky feeling in some hotels. Some fled while some stayed back to narrate stories. From icy sensation to weird sounds to haunting apparitions, some hotels of the world have really seen “too much”. Apart from celebrities, royals and common people, some hotels have also been visited by ghosts and spirits.

Here’s a list of spooky hotels from around the world:

#1 Stanley Hotel, Colorado

A hotel of paranormal activity has witnessed the ghosts of F.O. Stanley, the founder, and his wife passing through the lobby quite frequently. Also, the sound of children running and giggling down the halls is a common phenomenon in this spooky hotel. Opened in 1907, this hotel lost one of his housemaids, Elizabeth Wilson, in 1911. It is said her ghost once returned to assist the guest with their belongings in room 217. Chilling, isn’t?

#2 Hotel Roosevelt, California

This hotel is world famous for the celebrities it houses and also the lavish parties. Sadly, this lovely hotel has also witnessed some spooky happenings like the ghost of Marilyn Monroe viewing herself in the mirror placed in her former suite and also the ghost of the late actor Montgomery Cliff playing his trombone from room 928. How spooky is this!

#3 Langham Hotel, London

A very notable historical hotel in London, Langham hotel was established in 1865 and since then it has seen the coming and going of famous celebrities and some lavish parties. Other than celebrities and royals, ghosts also find respite in this hotel which has often heard guests complaining about seeing the apparition of Napoleon the third, a German soldier and a doctor who murdered his wife. If willing you can book room 333, the most haunted of all rooms! Willing, anyone?

#4 Hotel Raj Kiran, Lonavala

The authorities got so disturbed from constant complaints from residents of  the room at the corner of reception area about bed sheets being pulled off forcefully, seeing a blue ray of light in midnight, that they have now stopped renting that room. It’s been vacant since many years. So scary!

#5 Ballygally Castle, North Ireland

The castle was built by Lord Shaw and his wife Lady Isabella in 1625. Sadly, Lady Isabella fell off from the top of the tower. Some say she jumped while some say she was pushed. Her ghost is seen wandering in the hotels, knocking at the doors and then disappearing. In her honor, the hotel has reserved a room as the “The Ghost Room”.

#6 The Savoy, Mussoorie

One of the most famous haunted hotels in India, The Savoy was built in 1902 but after the murder of Lady Garnet Orme in 1910, began witnessing weird paranormal activities in the hotel. Famous for its haunted corridors and walls, the hotel was visited by the Indian Paranormal Society who recorded a lady’s whispers. Wonder what she was trying to say?

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#7 Hotel Burchianti, Italy

Built in Florence, the hotel is famous for its impeccable styled rooms and the opulent décor. But apart from these what makes this hotel a bit more special is a list of paranormal activities going on at a regular basis. Guests have often seen the ghosts of children skipping down the halls, a lady sitting in a chair and knitting and a maid doing her cleaning jobs early morning. Visitors of Fresco Room where once Mussolini stayed, complain of being watched continuously and feeling an icy breath on their faces. Haunting!

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The Key to Successful UK Dissertation

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Dissertation-Help-UK-London

Help me with dissertation

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