Sandbox
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0:20 - 0:28in this lecture and a subsequent few we are
going to go through some of the basics on -
0:28 - 0:36the networking aspects of internet of things
so the first thing that we need to understand -
0:36 - 0:44is that iot has evolved a lot so starting
from basic research basic fundamental research -
0:44 - 0:49and innovation there has been different other
types of innovation which are dik through -
0:49 - 0:56ah which are disruptive and some of the other
innovations which are sustaining in nature -
0:56 - 1:06so in terms of basic research there has been
lot of research on ah the nanotechnology the -
1:06 - 1:13use of nanotechnology the use of quantum [teletransport/ah
teleportation] ah teleportation quantum teleportation -
1:13 - 1:21basically means that how ah the different
information at the atomic level is sent from -
1:21 - 1:25one point to another
so is transported from one point to another -
1:25 - 1:34at the atomic level and nanotechnology ah
it involves things like nanoiot nanonodes -
1:34 - 1:43nanonetworking nodes ah nanosensor nodes and
ah nanonetworks that means at the nanoscale -
1:43 - 1:48forming a network which can be for different
purposes nanonetworks are used for different -
1:48 - 1:53purposes ah in the human inside the human
body at the molecular level nanonetworks can -
1:53 - 2:02be used so like this at the nanoscale and
ah for quantum ah ah ah communication there -
2:02 - 2:08has been lot of ah advertisements ah that
has been done ah for ah involving ah basic -
2:08 - 2:16innovations basic research innovations
so this is one likewise ah for ah semantic -
2:16 - 2:21interoperability there has been lot of research
on semantic in for interoperability for example -
2:21 - 2:31let us see that a temperature sensor it might
be given the data as temp another temperature -
2:31 - 2:37sensor as temperature another temperature
sensor the third one st so there has to be -
2:37 - 2:41interoperability between all these different
colossians but they are all different to the -
2:41 - 2:48same temperature right so this is basically
taken care of by things like semantic interoperability -
2:48 - 2:53there has been lot of research on this one
this particular aspect then energy harvesting -
2:53 - 2:58again there has been lot of research ah you
know energy harvesting through different renewable -
2:58 - 3:05ah sources ah such as wind energy solar etcetera
etcetera how these can harvest you know how -
3:05 - 3:11these deferent renewable sources ah from these
how energy can be harvested to power the different -
3:11 - 3:16nodes and iot these are very small powered
you know small sized nodes with very [la/limited] -
3:16 - 3:20limited power
so energy harvesting is very crucial it plays -
3:20 - 3:24a crucial role in the sustenance of these
networks so ah there has been lot of work -
3:24 - 3:29on this one also and this has been like you
know these aspects for example there has been -
3:29 - 3:34lot of brick through innovation on these ah
then disruptive innovation ah for example -
3:34 - 3:40virtual reality augmented reality you know
so these are all like ah you know involvement -
3:40 - 3:46of these an incorporation into the iot network
ah there has been lot of ah ah research ah -
3:46 - 3:53on on this particular front and ah things
like cloud ah big data these are like sustaining -
3:53 - 3:59technologies for iot again there has been
lot of work on ah these technologies ah as -
3:59 - 4:08well ah now when we talk about iot if we think
about iot what we have we have these different -
4:08 - 4:15things ah ah which as i said in one of the
previous lectures is these things are fitted -
4:15 - 4:21ah ah these are basically physical objects
once again so these physical objects are fitted -
4:21 - 4:28with different sensors and these sensors basically
ah sense different physical phenomena that -
4:28 - 4:35are occurring around them
so these sensor fitted things sensors actuators -
4:35 - 4:45and different other emirate devices ah these
these are one component of the iot so but -
4:45 - 4:50these become the different nodes in the network
these are the individual nodes in the network -
4:50 - 4:56so then what we have is these nodes they have
to communicate with one another and the information -
4:56 - 5:06that is sensed by one of these sensors fitted
to this nodes this information from the sensor -
5:06 - 5:13and the other sensors these are taken and
are sent to the other sensor nodes the destination -
5:13 - 5:23nodes so how is that turn first these information
have to flow through the local network and -
5:23 - 5:30then if the destination intended destination
is outside this local network then it is sent -
5:30 - 5:35through the internet typically if it is if
we are talking about an iot which is basically -
5:35 - 5:40internet ah based iot then basically it is
going to flow through the internet or some -
5:40 - 5:46other wide area network and finally it is
going to arrive at the intended destination -
5:46 - 5:52node and from there may be there can be some
there can be some ah at that point actually -
5:52 - 5:57there can be some analytic engine which is
running on some backend server ah those could -
5:57 - 6:02be there and from that point from the decision
from these analytics they can run on this -
6:02 - 6:06servers ah decisions about actuation could
be made -
6:06 - 6:13so what we see is from sensors to actuators
through the local area network the internet -
6:13 - 6:20involving ah you know [black/backend] backend
services analytics ah which includes again -
6:20 - 6:27some you know high end processing at deferent
servers ah and different [complec/complex] -
6:27 - 6:31complex algorithms execution of different
[call/complex] algorithms ah which are based -
6:31 - 6:37on may be machine learning ah neural networks
and so on and so forth these are all required -
6:37 - 6:44so so basically you know what happens is we
basically can conceive ah of an iot as a very -
6:44 - 6:52complex system involving sensors actuators
ah networks local area wide area internet -
6:52 - 7:01and ah ah different servers different algorithms
machine learning and so on all executing ah -
7:01 - 7:11together to make the system function as as
one single entity so going back we have ah -
7:11 - 7:15in this local network as you are saying then
we have the internet we have the backend ah -
7:15 - 7:18services and finally the applications that
i have been served -
7:18 - 7:25so these are the different basic components
of iot so this is the scenario that i was -
7:25 - 7:32referring to earlier so what we have we have
these different things we have these different -
7:32 - 7:38things these things could be ah like you know
different ah physical objects which are fitted -
7:38 - 7:45with different sensors these things could
be telephones ah lightning systems ah could -
7:45 - 7:51be cameras could be different other scanner
sensors like ah the temperature sensor and -
7:51 - 8:00so on and these things are able to communicate
with one another with the help of wireless -
8:00 - 8:07technologies like zigbee bluetooth wifi and
so on so as you can see that this wireless -
8:07 - 8:13basically helps these different devices to
talk to one another and this information from -
8:13 - 8:18these devices they will fro through a local
network and from a local network they will -
8:18 - 8:24go through the internet to ah ah to the ah
you know these data are basically sent to -
8:24 - 8:30the backend services involving different servers
processors and so on and so forth for running -
8:30 - 8:38different analytics and then based on that
different devices can be actuated ah um ah -
8:38 - 8:42you know ah may be a pump ah this is an example
that i gave earlier in a previous lecture -
8:42 - 8:48basically for agricultural purposes the use
of iot a pump might be started might be actuated -
8:48 - 8:54based on the data that is received from the
sensor nodes and based on analytics are run -
8:54 - 9:05at the different servers ah a ah in a that
are involved in the backend service processing -
9:05 - 9:11so in terms of the functional components of
iot so one of the very important things is -
9:11 - 9:17basically interaction interaction not only
with the physical environment by this different -
9:17 - 9:24sensors but also interaction and communication
with the different devices ah ah ah that means -
9:24 - 9:34a different nodes in the iot in the iot network
then comes the processing so processing and -
9:34 - 9:39analysis of the different functioning and
the operations that taken place so processing -
9:39 - 9:47of that ah data the processing of operations
ah so this is another component ah the third -
9:47 - 9:55functional component is basically the interaction
interaction typically with the internet ah -
9:55 - 9:59and because you know at present most of the
times the most of the iot implementations -
9:59 - 10:06are still using the internet so it is all
you know internet powered iot implementations -
10:06 - 10:13so ah internet interaction is a ah is one
of the very important ah ah components of -
10:13 - 10:18ah building iot then we have the web services
web services machine to machine communication -
10:18 - 10:22and so on so basically it what is going to
happen earlier most of the so when you talk -
10:22 - 10:27about a web technology typically we are talking
about human to machine communication you know -
10:27 - 10:33web service we are talking about ah you know
ah some machine ah ah sending ah or some ah -
10:33 - 10:38some ah equipment basically sensing and sending
that data to another machine for further processing -
10:38 - 10:43or machine to machine communication is involved
and offering different services so one machine -
10:43 - 10:51offer some services to another machine and
so on so so like this ah and this is basically -
10:51 - 10:57you know this sort of thing in a iot scenario
is taken care of ah ah um ah typically and -
10:57 - 11:04then we have ah the integration of different
applications services and the user interface -
11:04 - 11:09to access the iot that is another component
so there has to be is a user interface a human -
11:09 - 11:19interface to accessing the iot network or
the iot ah you know mega network so looking -
11:19 - 11:27at this particular figure i would like to
try to clarify how the iot implementation -
11:27 - 11:34is typically done and it can be done to achieve
different application needs so this is a figure -
11:34 - 11:41which shows that we have different sensors
processors and radio it refitted to each of -
11:41 - 11:48this devices or the sensor nodes or the sensor
motes or the iot motes as you may want to -
11:48 - 11:55call them so these motes they talk to one
another but these different sensor nodes these -
11:55 - 12:01different sensor nodes they are basically
within the jurisdiction or the domain of the -
12:01 - 12:09gateway so the gateway is basically tasked
to assign different local locally unique addresses -
12:09 - 12:14to these different nodes to these different
iot nodes and the gateway basically takes -
12:14 - 12:23care of the local addressing within that particular
local area network so from the that point -
12:23 - 12:30all the data can flow through a proxy server
if internet access is required so it will -
12:30 - 12:35go through the internet then a web socket
and from the web socket it goes through a -
12:35 - 12:40cloud server that means this is where lot
of analytics and backend processing takes -
12:40 - 12:45place and based on that the actuation based
on the analytics and the infer ant says that -
12:45 - 12:50and run from the sensed data actuation of
different devices can take place -
12:50 - 12:58for example lighting a particular lamp could
be the actuation of that particular lamp we -
12:58 - 13:06have different interdependencies that are
evolved in the implementation of iot so we -
13:06 - 13:15have if we look at iot from another prospective
or we have we have sensors we have actuators -
13:15 - 13:21and a bunch of other things that are they
are in between has shown in this particular -
13:21 - 13:29figure so this is basically the entire spend
of these different embedded devices so the -
13:29 - 13:38sensors basically sense the data and that
data is basically serving the application -
13:38 - 13:45requirements and then we have an operating
system and a power management unit which basically -
13:45 - 13:53you know does things like duty cycling of
the sensors the how much the sensors ah you -
13:53 - 13:57know how much time we are going to be active
or how much time they are going to be in the -
13:57 - 14:02sleep state how to power them how to power
them because these are very small sized you -
14:02 - 14:09know very resource staved sensors so ah and
the the basically the power unit in these -
14:09 - 14:16sensor nodes these are very small ah in size
so basically consequently what happens is -
14:16 - 14:25these embedded devices they themselves are
very resource staved so we have ah a very -
14:25 - 14:29power management unit which basically takes
care of power management as a whole how much -
14:29 - 14:34power is require for how long it is going
to power then what are the ways to harvest -
14:34 - 14:39energy if at all it can be harvested and ah
how much power consumption is going to take -
14:39 - 14:46place at different points of time can it be
can it be optimized ah different points of -
14:46 - 14:52ah operation ah on so on and so forth and
a as you can see over here there after we -
14:52 - 14:59have these different radios involving bluetooth
zigbee six low pan wifi ethernet and ah low -
14:59 - 15:04range ah basically wifi ah
so these are the different you know radios -
15:04 - 15:12that can help ah in communicating the data
ah that is sensed ah ah ah onward to other -
15:12 - 15:17nodes these these basically these [di/different]
different radio technologies can help in the -
15:17 - 15:23[com/for] for the communication purpose so
alongside we also have things like virtual -
15:23 - 15:30machines which the takes care of the virtualization
of the nodes we have the web ah we have ah -
15:30 - 15:35you know different things like http client
mqtt client coap client so these are the once -
15:35 - 15:42mqtt coap we are going to talk next in in
the ah subsequent lectures so ah ah that will -
15:42 - 15:46make our understanding clearance but these
are like no different application level ah -
15:46 - 15:53protocols that are used for functioning of
these different iot devices and finally comes -
15:53 - 15:58the actuator verticals
so we have the sensors we have different applications -
15:58 - 16:06operating system power management radios virtual
machines web and then we have these actuators -
16:06 - 16:12all together which forms the embedded systems
the embedded devices now you let us now look -
16:12 - 16:21at the service orientation the service oriented
architecture of ah ah iot so in the iot if -
16:21 - 16:27here what we have at these different layers
the sensing layer the network layer the service -
16:27 - 16:33layer and the interface layer so we have four
different layers and as the name suggests -
16:33 - 16:41sensing layer basically takes care of sensing
through different rfid tags sensors and so -
16:41 - 16:47on so fourth and then data are sensed are
acquired and so on are sent to the next layer -
16:47 - 16:54higher up which is the network layer the network
layer basically ah serves sensor networks -
16:54 - 17:00social networks you know different other networks
and data bases internet and so on that is -
17:00 - 17:06the network layer then what we have we have
the service layer which deals [mo/mostly] -
17:06 - 17:12mostly with the service delivery ah such as
ah service ah division service integration -
17:12 - 17:20ah service ah ah you know service repository
ah service ah logic ah by business logic and -
17:20 - 17:24so on so all these different things that i
involved with the offering of the services -
17:24 - 17:29to support the business functions
then we have the interface layer we have the -
17:29 - 17:37application frontend we have ah a contract
interface and application apis so so [these/this] -
17:37 - 17:43this becomes the interface layer and when
we have the security issues which basically -
17:43 - 17:55span all these different ah layer verticals
ah sorry layer horizontals so in terms of -
17:55 - 18:02ah ah the categorization of iot it can be
categorized into two one is the consumer iot -
18:02 - 18:08which is what typically most of the people
tempt to use and these are ah here basically -
18:08 - 18:15these different devices they communicate ah
with another ah ah ah through these local -
18:15 - 18:20networks and it can be you know find a further
communication you can also take place over -
18:20 - 18:25the internet as well so depending on the requirements
either local or ah through the internet then -
18:25 - 18:32we have the local communication which is typically
done via bluetooth zigbee or wifi and ah so -
18:32 - 18:40basically this local communication is constraint
within the bounds of or within the domain -
18:40 - 18:47of the iot gateway so ah this is consumer
iot then ah we have the industrial iot which -
18:47 - 18:56is basically ah ah quite similar to the consumer
iot but ah the application ah ah uh the application -
18:56 - 19:01interest is in the industrial sector
so we are talking about manufacturing industries -
19:01 - 19:06with different machines with these machines
are fitted with different iot devices they -
19:06 - 19:11together become the iot device they have different
sensors and so on feature there which can -
19:11 - 19:16the node as a whole can communicate with other
machines and so on so this becomes the industrial -
19:16 - 19:23iot and ah basically there are different communication
that takes place between the different nodes -
19:23 - 19:31as well as different industry specific technologies
now we talk about iot gateways ah so this -
19:31 - 19:37is what i told you that ah in a local network
you have this locally unique addresses ah -
19:37 - 19:44and that are they are ah within that local
area network iot network and so ah ah -
19:44 - 19:50so these local addresses basically they take
care of ah ah the addressing of the ah the -
19:50 - 19:55different nodes now so what are these gateways
doing so the gateways basically take care -
19:55 - 20:01of the addressing but then ah in this is what
the gateway structure looks like so this is -
20:01 - 20:07ah what ah is here so we have the local network
on one side of the gateway we have the global -
20:07 - 20:12network on the other side of the gateway and
this is where the the gateway this is how -
20:12 - 20:21the gateway looks like so the gateway has
ah and functions different tasks such as switching -
20:21 - 20:31ah routing protocol conversion firewall and
vpn services security as a whole and processing -
20:31 - 20:38so this is what a gateway does and the gateway
with the local network and the global network -
20:38 - 20:47communicate via the wired or wireless channels
ah and so on so this is how the iot gateways -
20:47 - 20:55function different associated technologies
of iot ah involving big data cloud smart grid -
20:55 - 21:01internet of vehicles ah that means you know
different vehicles on the road ah ah are fitted -
21:01 - 21:05with different iot devices which can communicate
with one another and different intelligence -
21:05 - 21:12about the route traffic conditions about the
offering different ah road side services ah -
21:12 - 21:17ah can be make possible with the help of internet
of vehicles then we have the machine to machine -
21:17 - 21:21communication where one machine talks to another
without any human intervention -
21:21 - 21:27we have telemedicine ah offering ah you know
offering health care services to the demote -
21:27 - 21:32hospitals demote health care centers and so
on ah cps server physical systems we have -
21:32 - 21:38three g four g five g we have ah sdn ah and
so on so these are the different associated -
21:38 - 21:47technologies which together ah make ah ah
ah iot which together are used to ah deliver -
21:47 - 21:54iot solutions now you know if we try to to
make a side by side comparison between ah -
21:54 - 22:01the iot stack and web stack we will see that
more or less the application layers remain -
22:01 - 22:08the same for both iot as well as the as well
as the web so conceptually these application -
22:08 - 22:13layers these different layers communication
layers and application layers that communication -
22:13 - 22:21layers remaining the same between iot and
web but what is different is that we have -
22:21 - 22:28a new set of protocols that are used over
here so the new set of protocols and additionally -
22:28 - 22:35in iot unlike in the case of web things such
as different types of management management -
22:35 - 22:42of the network management of the power management
of different other resources these are all -
22:42 - 22:52additionally taken care of in the iot node
ah in the iot stack ah which is not available -
22:52 - 22:58in the case of the web and this is very much
required because you know in the case of iot -
22:58 - 23:02we are talking about heavily resource constraint
nodes and this heavily resource constraint -
23:02 - 23:08nodes basically required management network
management in terms of energy in terms of -
23:08 - 23:15processing in terms of data and so on and
so forth -
23:15 - 23:23so there are different key technologies that
basically help iot survive we have the future -
23:23 - 23:29internet knowledge aggregation yeah obtain
through data assignation data data collection -
23:29 - 23:36processing and ah analysis then we have the
different standards we have the sensor networks -
23:36 - 23:41we have the communication we have cloud computing
we have discovery services nanoelectronics -
23:41 - 23:47embedded systems software system integration
and last but not the least what is over here -
23:47 - 23:53on top is the security on privacy issues so
security on privacy issues are per amount -
23:53 - 23:59in iot because there are heavy concerns ah
because you know we are dealing with resource -
23:59 - 24:04constraint nodes with communication constraints
bandwidth constraints processing constraints -
24:04 - 24:11energy constraints and so on so these nodes
become very much valuably valuable to different -
24:11 - 24:18type of attacks different types of security
breaches and also because iot systems are -
24:18 - 24:23very much detail intensive there is lot of
information that frozen through the network -
24:23 - 24:30as a consequence of which the privacy of the
individuals of the organizations might be -
24:30 - 24:34at stack so security and privacy and trust
also which is not mentioned over here these -
24:34 - 24:43are very much important ah to power iot technologies
there are different types of challenges securities -
24:43 - 24:50scalability energy efficiency bandwidth management
interfacing interoperability -
24:50 - 24:54so when we are talking about interfacing it
is typically we are referring to device interfacing -
24:54 - 24:59so different you know one device ah talking
to another device may be these devices do -
24:59 - 25:04not belong to the same vender they are not
running the same stack they are not following -
25:04 - 25:08the same standard and so on so then comes
consequently then comes the interoperability -
25:08 - 25:14issue how to make these devices talk to one
another how the different protocols the different -
25:14 - 25:19devices the different algorithms they are
going to hand shake with one another so like -
25:19 - 25:24this this is another challenge which is typical
of iot implementations then we have data storage -
25:24 - 25:30an analytics and complexity management with
tools such as sdn so asdn basically helps -
25:30 - 25:37in ah addressing the com ah the complexity
of ah systems by decupling ah the control -
25:37 - 25:45plane from the detect plane of the networks
different considerations and they are for -
25:45 - 25:52building iot one is that will to have a straight
network architecture which can be used by -
25:52 - 25:58different iot implementations so there has
to be a governing network architecture number -
25:58 - 26:05two hardware requirements and cost are important
ah you know what type of communication hardware -
26:05 - 26:12are going to be used ah and different devices
in the costs that are involved and due to -
26:12 - 26:17the presence of numerous applications of iot
enabled devices a single networking platform -
26:17 - 26:22may not be sufficient to address and the needs
of the consumer or the iot device -
26:22 - 26:28so this is another the third consideration
that has to be taken into ah ah account while -
26:28 - 26:33building the iot systems then we have the
complexity of the networks ah you know if -
26:33 - 26:38the number of nodes in the network increases
then whether the in the solution because if -
26:38 - 26:45the system is going to be ah ah you know sustainable
whether it can be scaled up or not ah then -
26:45 - 26:50we have the interface among ah interference
among the different devices this is very watch -
26:50 - 26:57in vital in ah in any network interference
is ah a crucial issue and particularly iot -
26:57 - 27:05networks involve lot of large number of typically
densely deployed nodes and these nodes because -
27:05 - 27:12the at you know typically ah wireless power
ah by wifi or bluetooth or zigbee and so on -
27:12 - 27:17so interference between these different ah
ah communication between these different nodes -
27:17 - 27:22that at the ah corresponding radios and so
on is possible so how do you handle it network -
27:22 - 27:28management as a whole as i was tell in earlier
involving ah you know energy management involving -
27:28 - 27:34computation management involving communication
management involving service management and -
27:34 - 27:39infrastructure management and so on so network
management as a whole then heterogeneity in -
27:39 - 27:46the networks heterogeneity in terms of the
devices standards the protocols the algorithms -
27:46 - 27:51and so on so how do you handle
because iot devices unlike traditional internet -
27:51 - 27:59iot networks come in different ah you know
come from different venders different devices -
27:59 - 28:05coming from different venders different devices
using different algorithms these different -
28:05 - 28:12protocols being used and so on so so all these
ah basically invite ah dealing with the issue -
28:12 - 28:16of heterogeneity lot of heterogeneity is involves
so how heterogeneity is taken care of and -
28:16 - 28:21protocol organization and standardization
so ah within the network so how the different -
28:21 - 28:27protocols can be standardized ah so that a
device running one protocol can talk to another -
28:27 - 28:35device and so on the different wireless networks
are used issues such as traffic management -
28:35 - 28:42load management ah then variations in the
different wireless network forms for example -
28:42 - 28:46wireless [pa/personal] personal area network
w turn versus wireless body area network interoperability -
28:46 - 28:52i have already mentioned just a while back
then network management and overlay network -
28:52 - 28:57so ah ah so basically you know the overlay
network takes care of some kind of a virtualization -
28:57 - 29:03of the physical devices on you know so ah
and and one type of this physical virtual -
29:03 - 29:07devices and the networks and overlay is created
this is basically the overlay network -
29:07 - 29:13scalability in involving flexibility within
the internet ah then integration of different -
29:13 - 29:19iot devices there are many manufactured using
different standards may be in the using different -
29:19 - 29:27ah you know vender specific ah ah protocols
ah so iot integration ah is ah a very complex -
29:27 - 29:33issue ah which basically dictates the scalability
of the system large scale deployment issues -
29:33 - 29:42ah and real time connectivity of billion centurions
of devices with this we come to an end of -
29:42 - 29:48ah this lecture on ah ah on the basics of
iot networking ah um ah but this is just a -
29:48 - 29:54first part we are going to cover ah many other
ah issues involving ah the networking aspects -
29:54 - 30:01of iot in the subsequent lectures and from
ah there we can understand from this subsequent -
30:01 - 30:09lectures we can understand how forming an
iot is very complex what are the different -
30:09 - 30:14protocols individual protocols that are how
they are did may not be a single isolated -
30:14 - 30:21or or a single ah thread head let us say ah
um ah one protocol ah for iot as a whole but -
30:21 - 30:25there as all these individual protocols settled
there so how that can be taken care of and -
30:25 - 30:32for how can architecture be sent up between
these different iot devices manufactured by -
30:32 - 30:36different venders so these like this actually
there are different complexities that i have -
30:36 - 30:39involved so we have really talk about that
in the subsequent lectures -
30:39 - 0:00thank you
- Title:
- Sandbox
- Description:
-
You can use this Sandbox to try out things with the Amara tool.
The video that is primarily streaming here is http://www.youtube.com/watch?v=ZU2kyr9jRkg , which is completely blank. But you can go to the URLs tab to add the URL of another video and make it primary.
Please remember to download your subtitles if you want to keep them, as they will get deleted - and the streaming URL reverted to the blank video if you changed it - after a week or two,
- Video Language:
- English
- Team:
- Captions Requested
- Duration:
- 01:46:39
Claude Almansi edited English subtitles for Sandbox | ||
Claude Almansi edited English subtitles for Sandbox | ||
Claude Almansi edited English subtitles for Sandbox | ||
Claude Almansi edited English subtitles for Sandbox | ||
Claude Almansi edited English subtitles for Sandbox | ||
koma edited English subtitles for Sandbox | ||
koma edited English subtitles for Sandbox | ||
Claude Almansi edited English subtitles for Sandbox |
Claude Almansi
Revision 1 = provided subtitles for Lecture 1.2 of Prof. Scott Plous' Social Psychology course
Claude Almansi
Revision 1 = provided subtitles for Lecture 1.2 of Prof. Scott Plous' Social Psychology course
Claude Almansi
Revision 1 = provided subtitles for Lecture 1.2 of Prof. Scott Plous' Social Psychology course