Immediate download Practical Machine Learning with AWS Process Build Deploy and Productionize Your Models Using AWS 1st Edition Himanshu Singh ebooks 2024
Immediate download Practical Machine Learning with AWS Process Build Deploy and Productionize Your Models Using AWS 1st Edition Himanshu Singh ebooks 2024
com
https://textbookfull.com/product/practical-machine-learning-
with-aws-process-build-deploy-and-productionize-your-models-
using-aws-1st-edition-himanshu-singh/
OR CLICK BUTTON
DOWNLOAD NOW
https://textbookfull.com/product/learning-aws-design-build-and-deploy-
responsive-applications-using-aws-cloud-components-aurobindo-sarkar/
textboxfull.com
https://textbookfull.com/product/beginning-mlops-with-mlflow-deploy-
models-in-aws-sagemaker-google-cloud-and-microsoft-azure-sridhar-alla/
textboxfull.com
AI as a Service: Serverless machine learning with AWS 1st
Edition Peter Elger
https://textbookfull.com/product/ai-as-a-service-serverless-machine-
learning-with-aws-1st-edition-peter-elger/
textboxfull.com
https://textbookfull.com/product/deploy-containers-on-aws-with-
ec2-ecs-and-eks-shimon-ifrah/
textboxfull.com
https://textbookfull.com/product/learn-pyspark-build-python-based-
machine-learning-and-deep-learning-models-1st-edition-pramod-singh/
textboxfull.com
Apress Standard
The publisher, the authors and the editors are safe to assume that the
advice and information in this book are believed to be true and accurate
at the date of publication. Neither the publisher nor the authors or the
editors give a warranty, expressed or implied, with respect to the
material contained herein or for any errors or omissions that may have
been made. The publisher remains neutral with regard to jurisdictional
claims in published maps and institutional affiliations.
Figure 1-1 How different devices are connected to cloud systems at a remote
location
If we are able to access any of the services present at the remote
location using the internet or networking, then we call this cloud
computing.
Public Cloud
When the entire cloud infrastructure is open for public consumption,
then it is called a public cloud. Examples are the email services provided
by Google or Yahoo.
Private Cloud
When only a specific group of people can access the services provided
by a cloud, then it is called a private cloud. An example is when people
in an organization can access the resources present in the
organization’s cloud, but no one from outside the organization can
access the same resources.
Community Cloud
When a cloud service is accessible to a group of organizations, then it is
called a community cloud. For example, different organizations can
access the services of AWS or the Google Cloud Platform by registering.
So, the same services are available to all the organizations that have
paid for it, but not to anyone else.
Hybrid Cloud
When a cloud service provides both options (i.e., services of a public
and private cloud), then it is termed a hybrid cloud. An example is using
two services of AWS. When we train a model using SageMaker training,
it is a private task for specific organizations because it contains
sensitive data and other things, but when we train a model and then
share the endpoint publicly, it is a public cloud because whoever has
the link can access that endpoint. (You’ll learn more about SageMaker
in later chapters.)
Cloud Services
Now that you have learned about the different ways of accessing a
cloud, let’s dive deeper and look at the services that a cloud platform
may provide. We can group these services into four domains.
Infrastructure as a service (IaaS)
Platform as a service (PaaS)
Software as a service (SaaS)
Anything as a service (XaaS)
Infrastructure as a Service
As the name suggests, when a cloud service provider gives access to
users to the infrastructure that it has built, it is considered an IaaS. For
example, a cloud provider may give access to virtual machines, physical
machines, storage devices, etc. For example, we can use Google Drive to
store information on the cloud, since Google is providing its hard drives
as a service. AWS also provides machines called EC2 instances that
individuals can use to do operations that require higher computational
power.
Platform as a Service
Sometimes, instead of requiring an entire infrastructure, we want only
a specific development runtime where we can write our code or make
games or websites. This way the cost of building an entire
infrastructure can be reduced. This type of service is a PaaS. For
example, we can use Google Colaboratory for writing Python or R code.
In addition, we can use AWS SageMaker to train and put a machine
learning model into production. There are other service providers as
well such as Microsoft Azure, Google Cloud Platform, IBM Cloud, etc.
Software as a Service
When we don’t want the runtime, but we want to use a specific
software application with its built-in runtime, we don’t need a PaaS,
which would give us the runtime as well as dependencies and software
we’d need to install. Hence, there are cloud services that provide
specific software for specific uses, called SaaS. Examples of SaaS are
Amazon Ground Truth, which is used for data management, and Office
365 by Microsoft.
Anything as a Service
The first three types of services have been on the market for quite some
time, but now, because of the advancement in technology, cloud service
providers are providing almost anything as a cloud service. For
example, we can now draw sketches of web pages and give them to
Azure, which converts them into HTML pages. In addition, you can play
online songs by just talking to Alexa, which is connected to AWS. All this
comes under the umbrella of XaaS.
Let’s now dive deeper into a specific cloud service provider, called
Amazon Web Services (AWS).
Figure 1-2 Find Services feature and recently visited services on AMS
Figure 1-3 Learning resources on AMS
Amazon S3
One of the most used services of AWS is Amazon Simple Storage System
(S3). It provides you with an interface where you can store your data in
a similar way to how you store it in your local file system. You can
create folders and multiple subdirectories to organize your data. The
following are some of the basic features Amazon S3 provides:
It provides scalability, which is currently leading in the industry.
It provides real-time data availability.
It provides security and optimized performance.
It has a durability of 99.9999999… percent (11 nines).
S3 is really simple to use. First let’s understand some of the naming
conventions used by Amazon S3.
Buckets
A bucket is just like a folder in your local file system. It is a container
used for storing your files.
Objects
The files that you store in S3 are termed objects. All the objects are
stored inside the buckets.
Keys
Every object that you store will be given a unique identifier called a key.
Also, not only objects but buckets are provided with unique keys.
Does S3 only provide simple storage, as its name suggests? I will say
yes and no. Yes, because its main use is storage only, and it is really
simple. No, because it has lots of other features revolving around the
storage feature that make it a go-to service for every customer. Let’s see
what those features are that make S3 so powerful.
Based on how frequently data is being used, S3 provides different
types of storage classes.
S3 STANDARD: Data that needs to be frequently accessed
S3 STANDARD_IA: Data that needs to be less frequently
accessed
S3 GLACIER: Data that we want to archive
Storage without security is nothing. AWS provides access control
to the buckets that you have created. You can accomplish this using
policies. The following are the three levels of control based on
policies that we can apply:
Who can access which bucket?
From which network can the buckets be accessed?
At what time should the buckets be accessed?
You can also create versions of your objects. For example, if the
same Excel sheet is updated five times, then five versions of it can be
created.
In this entire book, Amazon S3 is the service that we will be using
continuously with machine learning services. We will discuss the
services in detail in the next section.
Tip Using Network File System (NFS), you can store, edit, delete,
and perform other operations similar to how you perform them in
your local system. It is a kind of distributed file system that uses
network-attached storage (NAS). The current version of NFS
provides advanced features such as strong authentication, file
caching, and support for Windows File System. NFS can be accessed
now on global WANs.
File Gateway
Using this service, all the files are stored in S3. It gives you a virtual
application with which you can manage all your files in S3.
Retrieving/storing files is done using protocols such as Network File
System or Server Message Block. The virtual software that we are
talking about is nothing but a virtual machine with which you manage
your files. This can be with VMware ESXi or Microsoft Hyper-V.
Volume Gateway
Random documents with unrelated
content Scribd suggests to you:
"Tiedätte, että puutarhaa ympäröi ylipääsemätön muuri", jatkoi
tohtori.
"Sanokaa minulle, kuinka vieras pääsi puutarhaan?"
"Vai niin", huudahti hän. "Me emme siis raahanneet tuota suurta,
lihavaa ruumista tänne ja panneet sitä sohvalle eilen illalla? Se ei kai
koskaan ollut tullut puutarhaan, vai mitä?"
"Te ette kai ole aivan terve", sanoi tohtori kiukustuneena. "Mutta
jos haluatte, esitän seuraavan kysymyksen. Kuinka pääsi Brayne ulos
puutarhasta?"
"Hän ei tullut ulos puutarhasta", sanoi pappi, joka yhä katseli ulos
ikkunasta.
"Niin", sanoi liikkumaton pappi. "Ja se oli tehty sitä varten, että
johtuisitte ajattelemaan sitä valhetta, jota todella ajattelitte. Se oli
tehty siksi, että luulisitte pään kuuluvan ruumiiseen."
Isä Brown heitti paperit pois, ja koska hän tiesi, että konttorin ovi
oli lukittu, meni hän suoraan vaatekomeroon toisella puolen.
Vahtimestari oli juuri poistunut, kaiketi siksi, että ainoat vieraat
istuivat pöydässä ja hänen toimensa oli siis turha. Sittenkun isä
Brown oli kompuroinut päällystakkien välitse, huomasi hän, että
jonkinlainen puoliovi tai pöytä yhdisti melkein pimeän vaatekomeron
voimakkaasti valaistuun käytävään. Tuollaisen korokkeen yli olemme
kai jokainen ojentaneet sateenvarjomme ja ottaneet vastamerkin.
Kaaressa pöydän yläpuolella paloi liekki, heikosti valaisten isä
Brownin, jonka mustat ääriviivat piirtyivät hänen takanaan laskevan
auringon harmaankeltaisessa valossa kiiltävää ikkunaa vasten. Mutta
sama liekki valoi melkein näyttämöllisen valonsa mieheen, joka seisoi
käytävässä vaatekomeron ulkopuolella.
"Minä olen pappi, herra Flambeau", sanoi isä Brown, "ja olen
valmis kuuntelemaan rippiänne."
*****
"Mutta sitä te ette ole tehnyt", sanoi eversti Pound yhä tuijottaen
rikottuun ikkunaan.
"Suoraan sanoen, en ole tehnyt sitä", sanoi pieni mies hieno iva
äänessään. Ja sitten istuutui hän aivan vakavana korkealle jakkaralle.
Lopuksi sanoi hän aivan tyynesti papille: "Se taisi olla aika sukkela
veitikka, mutta luulenpa tuntevani vielä sukkelamman."
"Vai niin", sanoi hän hymyillen. "En voi tietysti virkkaa mitään siitä,
kuka mies on, tai kertoa hänen tarinaansa, mutta ei ole olemassa
mitään syytä, minkä vuoksi en voisi kertoa teille niitä ulkonaisia
seikkoja, jotka itse keksin."
Our website is not just a platform for buying books, but a bridge
connecting readers to the timeless values of culture and wisdom. With
an elegant, user-friendly interface and an intelligent search system,
we are committed to providing a quick and convenient shopping
experience. Additionally, our special promotions and home delivery
services ensure that you save time and fully enjoy the joy of reading.
textbookfull.com