hello everyone it's me Jayskibean and welcome back to hello neighbor last episode we
basically finished off the house we got the red Keith green key and we um we
unlocked everything we needed the birthday cake thingy and all sorts of
stuff so now we're gonna tackle all of these minigames in one episode first
we're gonna start with the red rooms this is so out of the way oh the walls
are whispering I don't know what that means it okay so we're really tiny and a
giant like closet a big closet maybe that's where I came in so I can't go
that way maybe I can make the jump from the highest point over here sprint jump
oh I did I can make the jump okay cool okay so that's all that was I've seen to
not overthink it I guess and just climb okay so climb in the pantry so how do I
get up here then can I up just fell all the way down okay this is gonna be trial
and error this is gonna be a lot of trial and error I push something off oh
you can pick this okay so you could pick them up and stack them and pick this up
and put it down right here gotta actually like how am i able to pick that
up okay a freaking I'm tiny so dot the just
stack them up like oh that's great okay so one like this one like oh my god you
can just stay like that I can jump on it jump on that jump on this maybe it maybe
can I land I can't is that not high enough - there we go
okay okay progress for making progress so now what
did I need the third one what about you can I move can I pick you up I can't
move you there we go okay I'm so over the jumping puzzle portion of this game
it's unreal however this I am okay right alright jump on this guy jump up
jump on this guy jump on this yeah you should F jump here jump here jump here
let me let me oh please hahahaha come on slow me up just let me up thank you
thank you thank you okay okay now stack this here don't fall don't
fall don't fall let's get know oh you can throw oh why
didn't I could just done that I was trying to stack it up and I could have
just thrown it at the vase and broke it okay okay okay that's good I wish I
would have known that before that makes it so much easier now I know you just
mat the other thing you know break it so I'm just gonna climb up here no now
we're up on the exit there's a toaster i sprint jump into the toaster springs up
into the toaster am I gonna land in it oh and it launches you okay cool so so
now what I just I gotta get over there now and there and there's a switch okay
all right I see you gotta get over here jump along this stuff however that's
gonna work I don't know but I got do it I got I gotta do it I gotta do it I
gotta make it happen I don't know how what do I jump do I
jump down there no cuz I gotta land huh maybe yeah well heck dude oh good let's
fall all the way down that's good idea J know what the Frick man why
um do I climb on top of the exit sign and sprint jump on top of this and now
what does sprint jump over there i sprint jump oh did something break is
something falling all right let's go down let's go down and see is there
anything back here ah what is this nothing
hello wall whispers hey wall whispers hey guys oh it's a secret passageway
okay okay get on top of that the top okay okay jump oh I made it okay good
good stuff okay jump jump jump and then pull this pull
it pull it pull it good okay what did that do that moves
the cage okay so now I can jump back down into this guy whee
okay ha nerve-racking it's killing me it's killing me okay good good stuff so
boom yes it did it did the thing okay so it bounced me over here I'm over here
we're making progress we're good we can climb now darts huh
I might need those I'm gonna grab these I'm gonna grab all of these cuz anything
you can grab you probably should grab should I jump in this Oh what's going on
it's all why is it sailing on its own I'm confused where's it going uh
what Dad push it and jump I do push it you I missed it dang it oh my god got to
restart have to restart okay we're caught back up we have three
shots so you gotta push this and jump on it oh my god you got to jump on it dude
push this and sprint jump on it okay okay we pushed it now we're on it jump
jump jump jump jump jump jump jump oh my god
okay we're sailing now guys we're sailing hopefully going the right way
alright we're up and now we can climb up this okay good finally we made it yeah
yeah alright awesome so we can probably climb up the phone oh my god oh my god
no oh I can't believe I just did that I can't believe I just slid down the okay
alright we're back again we're gonna make this jump they're gonna jump right
awesome okay so if you sprint push it then it shouldn't be an issue okay so
I'm gonna climb up this climb up this sprint jump here Oh what is this okay
hang on hang on I've an idea yes okay
should be fine right it should be fine right can I treat I can retry right yeah
second read I can retry okay should be sufficient can't can I jump on
okay hang on I can totally just and then no don't
photo thought will fall no oh okay so you can't go too high with it
holy crap yeah can't can't loosen don't wanna lose that don't want to lose it
gotta catch it yeah you gotta catch it okay hang on how about we just do this
let's just jump here jump up here come on come on come on come on I don't
understand what you want me to do no no no
okay we're back can I jump on these can I make this chip dude can I make this
jump I can make that jump okay so I need to just throw right here oh my god why
are you doing this why there we go okay that should be fine that should be good
right here guys in case you saw it here first this is
where it goes that's where it goes hopefully we'll see we'll find out we'll
find out yes that's how you do it okay okay okay
we're caught up oh my god hopefully this is it
hopefully we're close what do i do from here you know what guys I can't think of
anything else I'm just gonna jump I'm just gonna run and jump oh oh my god it
was a leap of faith that's all that was was the leap of faith
you can just leave it we're big again and we can just leave oh man so much so
we can throw away the red key and we do we have a double jump now look at this
we can jump twice and I think that's what we needed to get through the
basement but there's a couple other rooms I want to do as well first there's
the oh there's the UM I'll show you there's this room down
hyeong gonna go ahead MARY POPPINS through all this and straight in here
take this I'm gonna throw it out the window I don't need you anymore and this
room right here take you I'm gonna throw you there okay maybe just a bucket and
this is the UM so that one had to of course it launches me I mean why
wouldn't it so now we're in here this is the supermarket this one is a lot easier
it's probably the easiest one and what you do is you just have to collect all
the same things that they collect and if they see you you just crouch and this
gives you the Crouch II invisible ability see you crouch and they they
don't mess with you anymore so if I remember correctly I need a bag
of chips or I think that's a bag of chips I don't I need this turn in there
and even one of these I need one of these if I hear I'm clicking I just
gotta hide what else there's a couple more things see they just go on their
merry way oh yeah pickles me a jar pickles
give me a jar pickles and there's one more thing I can't remember what it is I
have to follow one and find out what do you got buddy oh the big pink jars stuff
this guy this big pink jars stuff Boop alright so we just need all this and we
should be golden this is the easiest one the easiest minigame ever and all the
dudes drop them all in here like so I think that's all we need I'm just as
five items and we should be good to go we should be golden to finish this
right go check out and then we're good to go easy make easy squeazy just like
that okay let's see Green Green Green Green great and we're good we're good to
go yay let's go awesome that's too many games down we got one more to go and
then we get the basement son I'm probably not gonna do the basement
minigame this episode because I still got the green key room that I have to do
and that one's a little different that green key room boom another
minigame minigame number three let's do this alright so this one you hide you
have to hide wait for the bell to ring
now go oh bell rings you still gotta wait for
the teacher okay okay so bell rings the only one out is the teacher
I'd be fast get it now get in there okay we're good
oh oh oh okay okay okay okay I got next up so I guess I'm just got the time the
bells the bell ringing is okay now we wait
right probably could have made it further but I don't want to risk it cuz
she's running around like crazy the teachers run around like crazy yeah
where is another oh no no no no no no no no no no no no come on where's the next
Locker from there got to run fast no oh my god okay so there's the next set of
lockers right there oh boy oh man okay wait for the next one the ring that'd be
super fast
you didn't get it get it oh that get caught dead get caught
there was nothing near me unless the teacher was like right behind me I think
I'm almost there
run run yet there's the door right there run run run run run we can make this yes
and we did it ah mr. manikin what do you want from me huh first time I ever beat
this and what what what's up I lost face you to death yeah get some get some what
oh my god alright and that's it that's all the mini-game seven can go through
here we can unlock this guy it's probably right outside Oh what you can
push him off now so when he catches you now you have the ability to push him off
that's so awesome this is awesome so anyway I gotta finish the episode off
here this ran really long we finished all the minigames and now all we have
left to do is get into that basement finish the basement minigame and then
whatever's in the basement happens happens so anyway hope you guys enjoyed
you guys did enjoy me show you slap that like button underneath the video and
until next time I'll see you guys later
For more infomation >> MINIGAMES OF FEAR | Hello Neighbor Beta 3 Pt.5 - Duration: 16:20.-------------------------------------------
Como O Hobbit A Desolação de Smaug deveria ter terminado - Legendado - Duration: 3:23.
Subtitle: The_Legender
Their numbers are growing,
and you are on foot.
You will never reach the forest alive.
I have an idea...
We could ask the Eagles for help.
Great idea!
Stop! Just stop with the Eagles!
But they solve every problem we have.
No more eagles!
Okay Fine!
How The Desolation of Smaug Should Have Ended
Aren't you going to search me?
I could have anything down my trousers.
Oh gross!
Do not speak to me in your sexual innuendos dwarf!
I'm just kidding I find that so so hot.
I will be forever in love with you from this day forth.
YES!
Together we shall bridge this petty hatred between our races.
All because you alluded to the contents within your trousers.
Wow! So we let me out then?
Oh no. You are our prisoner. You stay in there.
Kill the she elf!
Which one is the she elf?
Hahahaha!
Get it? Because they all look the same!
- They do! - We ALL look the same!
You... Have.... Bird Poop!
What the!?
Well why didn't anybody say anything?!
Oh, this is so embarrassing!
We've awoken the town because we found these dwarves stealing weapons!
We wish to take back our mountain!
If we succeed, we'll all be rich!
Oh okay. Yaaaaaaay!
I require as many black arrows that you can assemble! Yaaaaaaay!
Because there is a dragon in mountain and we just talked about how that is the only
weapon that can pierce the Dragon's hide Yaaaaaaay!
- I mea we're not stupid, right? - Noooooo!
I mean it's not like we can just walk in there expect the dragon to be nice!
Actually, dragons are completely misunderstood.
They're quite easy to train.
I'm raising my dragons at my children.
Having a luck dragon with you is the only way to go on a quest.
Oh. Okay then. Well, in that case...
I am the last one!
Okay! We Get it! We will befriend the Dragon!
24 HOURS LATER...
What do you think you're doing?
(gulp) um....
Friends?!?
He does not want to be friends!
I'll show you Friends!
What have we done?!
I am fire!
I... Am.... Death!
Black Arrow.
Ooo! Right in the... Oh dear!
What the? How did?
- I got him! - But, but where!?
How did?
I dunno.
I'm not even supposed to be in this story!
THE END
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Thinking with Time Machine | Race mit HadamardLP - Duration: 50:37.
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Awesome Roman Capitals Calligraphy Compilation - Duration: 10:58.
Calligraphy Masters
Giuliano Bocchi
Awesome Roman Capitals Calligraphy Compilation
Please LIKE & share!
#CalligraphyMasters #KeepWriting
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Demi Lovato - Tell Me You Love Me (Lyrics / Lyric Video) - Duration: 4:15.
Hey :P
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Blood Drive 1x13 Promo "Finish Line" Season Finale (SUB ITA) - Duration: 0:31.
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Youtubers Clicker WOW this is amazing game got so far #2 - Duration: 52:57.
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Who Is The Wolf? | HP - Duration: 0:55.
Who is The Wolf?
Let's just say I'm someone who's hungry for change.
I've seen firsthand what the future of hacking looks like, and it's bad.
We're not just talking about a bunch of kids stealing information and causing chaos.
Those days are long gone.
It's a big business now.
Lots of dark forces at play.
Let me tell you, it's only going to get worse.
More money.
More medical records.
Governments.
Nothing is safe.
Enough is enough.
In my humble opinion, the only way to fix the system is to expose all the holes in it.
And that means tearing the whole thing down, weakness by weakness, so we can reinvent it.
Together.
-------------------------------------------
Let's Play The Long Dark Story Mode - Part 13 (Blind) - Duration: 58:11.
Let's Play The Long Dark Story Mode - Wintermute - Blind
-------------------------------------------
SHANIA US OPEN - Duration: 2:51.
HEY TRIPPSTERS Shania Twain she did the opening at the US Open okay if you
missed it it was televised but if you missed it my buddy Casa Wayne has it up
over on his YouTube channel I'll link directly to it in the description below
I have to say I love the performance I'm gonna be brutally honest here okay
I love Shania Twain I'm kind of obsessed with her in a good way okay but I
thought she started out a little bit shaky with her horse but that's kind to
be expected but the the longer she went the better she got and her voice just
got stronger and stronger she did old songs
she gave new songs oh my god the woman was absolutely amazing she looked great
she sounded great so you know if your Shania fan you're probably gonna want to
check this out remember it's on concept let me try that again it's on cuss at
Wayne's channel over on YouTube also on YouTube and the link is in the
description below that will lead you directly to the video okay okay now I
have to say I was a little shocked by something and maybe I was seeing
something wrong maybe I just looked at it the wrong way but you guys let me
know your thoughts on this the dress that she was wearing the splits that
went up the front that was absolutely beautiful it was a beautiful outfit
here's the thing though I am shocked because I am almost sure that there were
several times that I saw shine eyes underwear
okay now Shanna is not one that actually does things like that she is absolutely
drop-dead gorgeous and just oozes sexy okay so she don't need that she don't
need to put things out there like that so I'm not sure that what I saw is what
I thought it was but you guys let me know did you see it too or am I seeing
it the wrong way did I just kind of imagine it and it's
actually something else but yeah there were several shots where she kind of
leaned down hunkered down kind of thing and I saw something I didn't think I was
supposed to see but you guys let me know what you think but for me I loved
absolutely loved the performance every song just the whole thing I just I loved
it and it is so great to have Shania back performing live oh my god I am
loving every second of this okay but remember guys it's on cassettes Wayne's
channel and the link is in the description below and that is going to
do it for now this is ICEPETS Queen and I am tripping out
-------------------------------------------
КРИОНИКА [Новости науки и технологий] - Duration: 12:48.
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Go Samus !#OperationSamusReturns - Samus ha vuelto parte 2. - Duration: 13:17.
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A DAY AT THE BEACH || VENICE BEACH - Duration: 7:22.
Neoma What are you eating?
That guy rapping is really good.
He is getting a crowd
Up here there are lots of people, baby, did you see?
Are you cool?
Yeah
I'm really swolled these days.
It's because you walk a lot.
Look how my baby is playing in the sand
-------------------------------------------
Learn Colors with Water Balloons Baby Nursery Rhymes Song Finger Family Songs for Kids Куклы Пупсики - Duration: 3:54.
Learn Colors with Water Balloons Baby Nursery Rhymes Song Finger Family Songs for Kids Куклы Пупсики
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Top 5 Favoriten Knotted Fox MissZophie LakeyInspiredMusic - Duration: 8:22.
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DIY: faça você mesmo um hanger cobre com lata reutilizada e corda | anima.cc - Duration: 2:45.
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Too Faced MASSIVE LAUNCH of Peaches & Cream AND KANDEE! + Labor Day SALES! | Makeup Minute - Duration: 1:01.
Hello!
I'm Jen and this is your Daily Makeup Minute for August 31, 2017.
The LAUNCH DATE for the TooFaced and Kandee Johnson collab "I Want Kandee" has been MOVED
UP TO TODAY!
Go Shop at Ulta online Right Now!
It will still launch September 3 in store.
And while you've got Too Faced on the brain, head over to Sephora for the Peaches & Cream
collection that launched today.
Also Starting TODAY at Besame, get a free Decades of Fragrance sample set when you purchase
any full-size product at the regular price.
Check their site for terms.
Get ready to plan, here come the holiday weekend sales!
ELF has extended their 50% off Sitewide sale
Urban Decay the AfterDark palette is now $39 and check their site for more details
bareMinerals - Now through September 5, get $10 off when you spend $50, $20 off when you
spend $75, and $30 off when you spend $100.
That's it for now.
We'll see you here same time tomorrow.
Remember we have more News and Makeup Minute Extras on my Instagram, and Don't forget our
full-length weekly newscast, What's Up in Makeup, every Sunday morning on YouTube!
-------------------------------------------
BACK TO SCHOOL HACKS & DIYS ANYONE CAN DO | @karenkavett - Duration: 13:58.
Hi guys, I'm Karen Kavett, and it is time for another Back to School video.
Today I'm going to be talking back to school hacks - aka DIY projects and other random
ideas that just didn't fit into any of my other videos.
Make sure that you stay tuned until the end of this video because one of you guys is winning
this bag full of school supplies, so if you want to know what you're going to win and
how you can be the winner, watch until the end.
And make sure to give this video a thumbs up - do you think we can get to 2,000 likes?
I think we can get to 2,000 likes.
But you, yes you right there, you have to do your part, you have to like this video,
ok?
Ok, let's get started.
First up I've got a couple more school supply DIY ideas.
Everybody wants cool pencils right?
But what about DIY Harry Potter pencils?
I know, so cool, you're gonna have the best pencils around.
To make these, you'll want some pencils, obviously, but you're going to want the
completely round ones instead of the faceted ones.
Then the secret here is sticker paper.
I printed my designs at 7" by 1.5" and you can print or draw anything you like, it
doesn't have to be Harry Potter.
Just cut those out and then peel up the backing and carefully wrap them around your pencil.
Really press it down to make sure that it's not going anywhere.
And, that's it.
The best part about this is that you can sharpen them in any pencil sharpener and the sticker
paper sharpens off with the pencil.
These are super quick to make but they're basically the best pencils I've ever seen.
Next we're going to make this pencil case that fits into your binder out of a ziploc
bag.
I know that I've been super into ziploc bag pencil cases for a while now, but this
is the last one.
So you'll want to start with a gallon-sized ziploc bag and place it on your binder to
figure out how much of the bottom you should cut off.
Cut that off and then seal off the bottom with packing tape.
Then just like I showed you in my DIY sandwich bag pencil cases video over on HGTV Handmade,
cover it with duct tape to make whatever pattern you like.
Only this time, add an extra strip of tape to the bottom because we want it to be really
strong there.
Now place it next to your binder again and mark where the three rings are gonna go.
Use your craft knife to cut an X and then to cut a small circle, and don't worry about
this looking perfect.
Because we're going to cover it up with grommets.
These come in two pieces, so take the piece with the smaller hole and stick it through
the circle you just cut.
Then place the other piece on top and when you buy grommets, they should come with a
piece that looks like this that fits right onto it.
Use a hammer to give it a few good hits and then the grommet should look like this and
it should stay in place.
Repeat that for the other two holes and now it is time for the moment of truth - does
it fit in our binder?
Yes it does, and I think that looks awesome, so now you're never gonna forget your school
supplies again because you can stick them all right into your binder so everything is
all in one place.
Alright, moving on to some dorm room/apartment hacks.
First up is another craft - a holographic letter banner that you can rearrange to say
anything that you want.
I am obsessed with these holographic letter stickers, but you could use any large letter
stickers that you have.
Just press each one onto a piece of colored paper, and I like using a bunch of different
colors.
Then cut it out so that there's an outline of colored paper all the way around the letter.
I'm only making a handful of these because I'll be using the rest of the letters for
other projects, but you can totally make these for every letter of the alphabet so you'll
be able to spell out any message that you want.
Once all of them are made, you'll need small magnets.
Use a piece of tape to tape a magnet to the back of each letter.
And then - this is where the magic happens.
Cut a piece of string and then tie paper clips to the string every few inches.
And you can see that the magnets on the letters stick to the paper clips.
Then when you hang it up, you've got a pretty sweet banner - and you can pull off each letter
and rearrange them on the paper clips as many times as you want.
This is perfect for birthdays or holidays or any kind of celebration that you want to
add a custom decoration to.
Our next hack has to do with these large bins that I think everyone has bought from IKEA.
You can fit a ton of stuff into them, but sometimes things get lost and you want to
separate them into smaller compartments.
Well, you can in fact do that with a couple pieces of foam core.
Just cut down your foam core until it fits exactly into the diagonal of the box.
You'll want two of these and you'll want to cut a slit up the middle of each one so
that when you put them into your box, they slide together to give you four smaller compartments.
This is non-permanent, you're not using glue or anything, so you can take them in
and out without damaging your storage box at all.
And of course if you want your compartments to be different sizes, you can just put in
one piece of foamcore to do two compartments or you can put in multiples to divide it up
even more.
Now if you live in a dorm room or an apartment building, you probably don't have your own
washing machine.
I know that I have to drag my laundry basket downstairs to the back of the building every
time I need to do laundry.
So to make sure I don't forget anything, I actually keep all of my laundry supplies
at the bottom of my laundry basket.
I've got delicates bags, a mason jar full of quarters, a jar of detergent pods, and
dryer sheets.
Another little hack - if you use these easy detergent pods like I do, don't carry the
giant box of them down to the laundry machine each time - just put a couple in a smaller
jar and refill it as you need to.
Then put everything in the bottom of your laundry basket, throw your laundry on top,
and once you've emptied it all out into the washing machine, all your supplies are
right there ready for you to use.
Alright, now I have three study tips for you, which aren't really visual, I'm just gonna
tell you.
Number one is that a great way to study is to rewrite your notes neatly.
If you're writing notes really quickly in class, they're probably all over the place
and kind of messy, and using your hands to write something down actually makes you remember
it way more than just typing it or just reading it over and over and again.
You can even take inspiration from bullet journaling - only instead of making beautiful
charts about your to-do list, you can make them about the Civil War, or whatever it is
you're studying.
Next, there are two types of tasks that we do - mindful tasks and mindless tasks.
Mindful tasks are the ones that you really have to use your brain to accomplish, like
writing an essay.
And mindless tasks are the ones that you can kind of do on autopilot, like double checking
your spelling in that essay.
So anytime I'm working on a big project that I know I'm going to procrastinate from,
I always try to stop in the middle of a mindless task.
That way when you come back to the project, you know exactly what you need to do to get
started without even thinking about it, and it's a lot less daunting to kind of ease
yourself into a project by working on something mindless, and then since you're already
in "work mode," you can move right into the actual difficult parts of the project.
And finally, if you have a big test to study for or a big essay to write, it's so helpful
to make yourself a mini to-do list just for that project.
It can be so overwhelming to just put "write essay" on your to-do list, so, break it
up into smaller action items - Make a new document.
Gather your sources.
Write an outline.
Write the intro.
Double check your spelling.
Write your bibliography.
Print and staple the essay.
Obviously you'll have to tailor that to the exact project you're working on, but
I find it is so much easier to stay motivated if you can just be constantly crossing things
off a to-do list even if they're the tiniest little pieces of the project.
So those were my Back to School tips and tricks.
But now, this is what you guys have been waiting for, it is giveaway time.
This giveaway isn't sponsored by anyone, I bought everything with my own money, or
some of it I got for free.
Basically when I was shopping at Target and Michaels for all of the school supplies that
you saw in my videos over the past month, I kept seeing the most adorable, lovely little
supplies.
I like oh my god, you guys would love this, I have to buy it and and I have to give it
away to one of you.
So here is a tote bag filled with a bunch of just random school supplies that one of
you is gonna win.
The tote bag itself is from Target, and I think it's adorable.
You're gonna get this notebook.
You'll get this Productivity Planner, which I got free in this box, thing.
But it's actually pretty cool.
It has all kinds of like, pre-made pages for you to fill in, and if you're not good at
staying organized, I think this would be a really good tool for you to use.
Recently I was at the YouTube Space for this event, and every time I got there I feel like
they just give me more and more things with the YouTube logo on them and I feel like everything
I own already has the YouTube logo on it.
So I'm gonna give these away to you.
There's a water bottle and there's a notebook which has the logo embossed on the front,
and if you undo this zipper, there's a little pouch inside and then there's a notebook.
You're gonna get this cute little pencil case, and you'll get these tiny little,
like post-it notes, things, which are great if you have a planner.
And then you'll get this pink plastic pencil case, and inside of that, you will get this
set of holographic and gradient pencils, which I've been using in so many of my videos,
I'm obsessed with these.
I literally just got them from the Target dollar section, and I had to get two because
I knew that I needed to give them to one of you, but I also wanted to keep them for myself.
These are just the cutest post-it notes I have ever seen, this one looks like a popsicle
with a bite taken out of it, and this one says Now or Never.
I can't do a giveaway without washi tape, so I grabbed this little like, Duck Brand
glitter washi tape because I just have so many of these, I figured I'd give one to
one of you guys.
And then finally, I actually got these for free from Knock Knock, who sponsored one of
the previous giveaways this summer, but they are these little to-do pads, this one, or
like, little post-it note pads.
This one says high five, and you can say why you're giving someone a high five, and this
one is a thank you notepad, so you can tell them why you're saying thank you.
So the giveaway will be happening over on my Facebook page.
So I've posted the Facebook, shareable version of this video over there.
The link will be right down below.
What you have to do is share that onto your own Facebook profile, and then take a screenshot
to show me that you've done it, and email that screenshot to karenkavettnewsletter@gmail.com.
In one week, I'll pick a winner from everyone who's done that, I'll email you back to
get your address, and you will win all of those school supplies.
Since I'm going be shipping this out myself, it's only open to those of you who have
a United States address, because international shipping is so expensive.
Alright, so if you want even more Back to School hacks like, I made a video just like
this over on HGTV Handmade last year which I'm gonna link right down below.
And if you want some tips on staying organized, I've heard that my How I Stay Organized
video has actually helped out a lot of people with the system I've come up with, so I'll
link that down below as well.
So if you're still watching, the code word for the comment section is rainbow, so use
the word rainbow somewhere in your comment and then I'll know that you watched the
entire video and you're a really cool awesome person.
Thank you guys for watching, good luck with school, and I'll see you guys next time.
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DeepMind's AI Learns Audio And Video Concepts By Itself | Two Minute Papers #184 - Duration: 4:19.
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér.
In our earlier episodes, when it came to learning techniques, we almost always talked about
supervised learning.
This means that we give the algorithm a bunch of images, and some additional information,
for instance, that these images depict dogs or cats.
Then, the learning algorithm is exposed to new images that it had never seen before and
has to be able to classify them correctly.
It is kind of like a teacher sitting next to a student, providing supervision.
Then, the exam comes with new questions.
This is supervised learning, and as you have seen from more than 180 episodes of Two Minute
Papers, there is no doubt that it is an enormously successful field of research.
However, this means that we have to label our datasets, so we have to add some additional
information to every image we have.
This is a very laborious task, which is typically performed by researchers or through crowdsourcing,
both of which takes a lot of funding and hundreds of work hours.
But if we think about it, we have a ton of videos on the internet, you always hear these
mind melting new statistics on how many hours of video footage is uploaded to YouTube every
day.
Of course, we could hire all the employees in the world to annotate these videos frame
by frame to tell the algorithm that this is a guitar, this is an accordion, or a keyboard,
and we would still not be able to learn on most of what's uploaded.
But it would be so great to have an algorithm that can learn on unlabeled data.
However, there are learning techniques in the field of unsupervised learning, which
means that the algorithm is given a bunch of images, or any media, and is instructed
to learn on it without any additional information.
There is no teacher to supervise the learning.
The algorithm learns by itself.
And in this work, the objective is to learn both visual and audio-related tasks in an
unsupervised manner.
So for instance, if we look at the this layer of the visual subnetwork, we'll find neurons
that get very excited when they see, for instance, someone playing an accordion.
And each of the neurons in this layer belong to different object classes.
I surely have something like this for papers.
And here comes the Károly goes crazy part one: this technique not only classifies the
frames of the videos, but it also creates semantic heatmaps, which show us which part
of the image is responsible for the sounds that we hear.
This is insanity!
To accomplish this, they ran a vision subnetwork on the video part, and a separate audio subnetwork
to learn about the sounds, and at the last step, all this information is fused together
to obtain Károly goes crazy part two: this makes the network able to guess whether the
audio and the video stream correspond to each other.
It looks at a man with a fiddle, listens to a sound clip and will say whether the two
correspond to each other.
Wow!
The audio subnetwork also learned the concept of human voices, the sound of water, wind,
music, live concerts and much, much more.
And the answer is yes, it is remarkably close to human-level performance on sound classification.
And all this is provided by the two networks that were trained from scratch, and, no supervision
is required.
We don't need to annotate these videos.
Nailed it.
And please don't get this wrong, it's not like DeepMind has suddenly invented unsupervised
learning, not at all.
This is a field that has been actively researched for decades, it's just that we rarely see
really punchy results like these ones here.
Truly incredible work.
If you enjoyed this episode, and you feel that 8 of these videos a month is worth a
dollar, please consider supporting us on Patreon.
Details are available in the video description.
Thanks for watching and for your generous support, and I'll see you next time!
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