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MLS-C01 basics - AWS Certified Machine Learning Specialty (MLS-C01) Updated: 2024

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Exam Code: MLS-C01 AWS Certified Machine Learning Specialty (MLS-C01) basics January 2024 by Killexams.com team
AWS Certified Machine Learning Specialty (MLS-C01)
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MLS-C01
AWS Certified Machine Learning Specialty (MLS-C01)
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Question: 52
A Machine Learning Specialist is building a model that will perform time series forecasting using Amazon SageMaker. The Specialist
has finished training the model and is now planning to perform load testing on the endpoint so they can configure Auto Scaling for
the model variant.
Which approach will allow the Specialist to review the latency, memory utilization, and CPU utilization during the load test?
A. Review SageMaker logs that have been written to Amazon S3 by leveraging Amazon Athena and Amazon QuickSight to
visualize logs as they are being produced.
B. Generate an Amazon CloudWatch dashboard to create a single view for the latency, memory utilization, and CPU
utilization metrics that are outputted by
Amazon SageMaker.
C. Build custom Amazon CloudWatch Logs and then leverage Amazon ES and Kibana to query and visualize the log data as
it is generated by Amazon
SageMaker.
D. Send Amazon CloudWatch Logs that were generated by Amazon SageMaker to Amazon ES and use Kibana to query and
visualize the log data
Answer: B
Reference: https://docs.aws.amazon.com/sagemaker/latest/dg/monitoring-cloudwatch.html
Question: 53
A manufacturing company has structured and unstructured data stored in an Amazon S3 bucket. A Machine Learning Specialist
wants to use SQL to run queries on this data Which solution requires the LEAST effort to be able to query this data?
A. Use AWS Data Pipeline to transform the data and Amazon RDS to run queries.
B. Use AWS Glue to catalogue the data and Amazon Athena to run queries.
C. Use AWS Batch to run ETL on the data and Amazon Aurora to run the queries.
D. Use AWS Lambda to transform the data and Amazon Kinesis Data Analytics to run queries.
Answer: B
Question: 54
A Machine Learning Specialist is developing a custom video recommendation model for an application. The dataset used to train this
model is very large with millions of data points and is hosted in an Amazon S3 bucket. The Specialist wants to avoid loading all of
this data onto an Amazon SageMaker notebook instance because it would take hours to move and will exceed the attached 5 GB
Amazon EBS volume on the notebook instance.
Which approach allows the Specialist to use all the data to train the model?
A. Load a smaller subset of the data into the SageMaker notebook and train locally. Confirm that the training code is
executing and the model parameters seem reasonable. Initiate a SageMaker training job using the full dataset from theS3
bucket using Pipe input mode.
B. Launch an Amazon EC2 instance with an AWS Deep Learning AMI and attach the S3 bucket to the instance. Train on a
small amount of the data to verify the training code and hyperparameters. Go back to Amazon SageMaker andtrain using
the full dataset
C. Use AWS Glue to train a model using a small subset of the data to confirm that the data will be compatible with Amazon
SageMaker. Initiate a SageMaker training job using the full dataset from the S3 bucket using Pipe input mode.
D. Load a smaller subset of the data into the SageMaker notebook and train locally. Confirm that the training code is
executing and the model parameters seem reasonable. Launch an Amazon EC2 instance with an AWS Deep LearningAMI
and attach the S3 bucket to train the full dataset.
Answer: A
Question: 55
A Data Engineer needs to build a model using a dataset containing customer credit card information
How can the Data Engineer ensure the data remains encrypted and the credit card information is secure?
A. Use a custom encryption algorithm to encrypt the data and store the data on an Amazon SageMaker instance in a VPC.
Use the SageMaker DeepAR algorithm to randomize the credit card numbers.
B. Use an IAM policy to encrypt the data on the Amazon S3 bucket and Amazon Kinesis to automatically discard credit
card numbers and insert fake credit card numbers.
C. Use an Amazon SageMaker launch configuration to encrypt the data once it is copied to the SageMaker instance in a
VPC. Use the SageMaker principal component analysis (PCA) algorithm to reduce the length of the credit cardnumbers.
D. Use AWS KMS to encrypt the data on Amazon S3 and Amazon SageMaker, and redact the credit card numbers from the
customer data with AWS Glue.
Answer: C
Reference: https://docs.aws.amazon.com/sagemaker/latest/dg/pca.html
Question: 56
A Machine Learning Specialist is using an Amazon SageMaker notebook instance in a private subnet of a corporate VPC. The ML
Specialist has important data stored on the Amazon SageMaker notebook instances Amazon EBS volume, and needs to take a
snapshot of that EBS volume. However, the ML Specialist cannot find the Amazon SageMaker notebook instances EBS volume or
Amazon EC2 instance within the VPC.
Why is the ML Specialist not seeing the instance visible in the VPC?
A. Amazon SageMaker notebook instances are based on the EC2 instances within the customer account, but they run
outside of VPCs.
B. Amazon SageMaker notebook instances are based on the Amazon ECS service within customer accounts.
C. Amazon SageMaker notebook instances are based on EC2 instances running within AWS service accounts.
D. Amazon SageMaker notebook instances are based on AWS ECS instances running within AWS service accounts.
Answer: C
Reference: https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html
Question: 57
A Machine Learning Specialist is designing a system for improving sales for a company. The objective is to use the large amount of
information the company has on users behavior and product preferences to predict which products users would like based on the
users similarity to other users.
What should the Specialist do to meet this objective?
A. Build a content-based filtering recommendation engine with Apache Spark ML on Amazon EMR
B. Build a collaborative filtering recommendation engine with Apache Spark ML on Amazon EMR.
C. Build a model-based filtering recommendation engine with Apache Spark ML on Amazon EMR
D. Build a combinative filtering recommendation engine with Apache Spark ML on Amazon EMR
Answer: B
Many developers want to implement the famous Amazon model that was used to power the "People who bought this also bought these
items" feature on Amazon.com. This model is based on a method called Collaborative Filtering. It takes items such as movies, books,
and products that were rated highly by a set of users and recommending them to other users who also gave them high ratings. This
method works well in domains where explicit ratings or implicit user actions can be gathered and analyzed.
Reference: https://aws.amazon.com/blogs/big-data/building-a-recommendation-engine-with-spark-ml-on-amazon-emr-using-zeppelin/
Question: 58
A Mobile Network Operator is building an analytics platform to analyze and optimize a companys operations using Amazon Athena
and Amazon S3.
The source systems send data in .CSV format in real time. The Data Engineering team wants to transform the data to the Apache
Parquet format before storing it on Amazon S3.
Which solution takes the LEAST effort to implement?
A. Ingest .CSV data using Apache Kafka Streams on Amazon EC2 instances and use Kafka Connect S3 to serialize data as
Parquet
B. Ingest .CSV data from Amazon Kinesis Data Streams and use Amazon Glue to convert data into Parquet.
C. Ingest .CSV data using Apache Spark Structured Streaming in an Amazon EMR cluster and use Apache Spark to
convert data into Parquet.
D. Ingest .CSV data from Amazon Kinesis Data Streams and use Amazon Kinesis Data Firehose to convert data into
Parquet.
Answer: C
Question: 59
A city wants to monitor its air quality to address the consequences of air pollution. A Machine Learning Specialist needs to forecast
the air quality in parts per million of contaminates for the next 2 days in the city. As this is a prototype, only daily data from the last
year is available.
Which model is MOST likely to provide the best results in Amazon SageMaker?
A. Use the Amazon SageMaker k-Nearest-Neighbors (kNN) algorithm on the single time series consisting of the full year
of data with a predictor_type of regressor.
B. Use Amazon SageMaker Random Cut Forest (RCF) on the single time series consisting of the full year of data.
C. Use the Amazon SageMaker Linear Learner algorithm on the single time series consisting of the full year of data with
a predictor_type of regressor.
D. Use the Amazon SageMaker Linear Learner algorithm on the single time series consisting of the full year of data with
a predictor_type of classifier.
Answer: C
Reference: https://aws.amazon.com/blogs/machine-learning/build-a-model-to-predict-the-impact-of-weather-on-urban-air-quality-
using-amazon-sagemaker/? ref=Welcome.AI
Question: 60
A large mobile network operating company is building a machine learning model to predict customers who are likely to unsubscribe
from the service. The company plans to offer an incentive for these customers as the cost of churn is far greater than the cost of the
incentive.
The model produces the following confusion matrix after evaluating on a test dataset of 100 customers:
Based on the model evaluation results, why is this a viable model for production?
A. The model is 86% accurate and the cost incurred by the company as a result of false negatives is less than the false
positives.
B. The precision of the model is 86%, which is less than the accuracy of the model.
C. The model is 86% accurate and the cost incurred by the company as a result of false positives is less than the false
negatives.
D. The precision of the model is 86%, which is greater than the accuracy of the model.
Answer: A
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The Best Sheets on Amazon Are Easy on Your Body and Wallet No result found, try new keyword!But we only learned recently that the ‘Zon is one of the best places to buy bedding. The best sheets on Amazon are an eclectic bunch, with fabrics ranging from classic cotton percale to the fuzziest ... Fri, 08 Dec 2023 03:02:16 -0600 en-us text/html https://www.msn.com/ Amazon Basics Microwave Review No result found, try new keyword!In this article, we dive into a comprehensive review of the Amazon Basics Microwave 0.7 Cu. Ft, 700W. This compact and powerful appliance has been making waves in the kitchen appliance market. Sun, 26 Nov 2023 10:07:00 -0600 https://www.heraldonline.com/reviews/amazon-basics-microwave-review/ 6 Amazon Alexa Settings to Change for a Personalized Smart Home Experience No result found, try new keyword!Whether you just bought your Amazon Echo device or you've had it for years, you'll want to update these settings as soon as possible. Mon, 25 Dec 2023 00:00:03 -0600 en-us text/html https://www.msn.com/ Amazon Basics Cat Tower Review No result found, try new keyword!In this article, we delve into a comprehensive review of the Amazon Basics Cat Tower. This product, designed with your feline friend's needs in mind, promises to offer a blend of comfort ... Wed, 22 Nov 2023 10:00:00 -0600 https://www.bnd.com/reviews/amazon-basics-cat-tower-review/ Amazon Kindle Scribe Basic Pen vs. Premium Pen: What's the difference? No result found, try new keyword!As the name suggests, it’s pretty basic. The Kindle Scribe is the most versatile e-reader in Amazon’s portfolio. Besides allowing you to enjoy your favorite books, it acts as a digital notebook. Tue, 26 Dec 2023 10:00:00 -0600 https://www.androidpolice.com/amazon-kindle-scribe-basic-pen-vs-premium-pen/ This sleep mask blocks out all (yes, all) light — and it's $8 during Amazon's Winter Sale (nearly 60% off)

Everyone needs sleep — it’s one of the few things we all have in common. And though sleep is one of the most basic of human needs, Americans are notoriously sleep-deprived. Crazy, right? Especially when you consider all the known benefits of a good night’s sleep, such as reduced stress, improved mood and a better immune system. If that sounds good to you, we've found a pretty irresistible deal on a tried-and-true slumber helper: The super-popular Mavogel Sleep Mask is down to only $8 (from $20) during Amazon's Winter Sale.

Want even more savings? Check out our roundup of all the best Amazon Winter Sale deals.

Amazon

This sleep mask is made with five layers of cushy, breathable material for comfort and it has two special cotton triangles on each side to eliminate any light from seeping in.

$8 at Amazon

Why is this a good deal?

That's right, this sleep mask is discounted by nearly 60%! It rarely dips below its current price (we haven't seen it on sale for less in months), so if you're considering it, we'd suggest adding it to your cart while you can save big, and start improving your slumber ASAP.

Why do I need this?

If you struggle to clock the golden seven to eight hours of sleep each night, it’s natural to seek out a bit of help. “You may not know why you’re not sleeping well, and it’s perfectly reasonable to try different things out to see if they work for you," board-certified sleep medicine researcher W. Chris Winter, MD, of Charlottesville Neurology and Sleep Medicine and author of The Sleep Solution: Why Your Sleep Is Broken and How to Fix It, tells Yahoo Life.

On your quest for better sleep, it's important to first check your sleep hygiene — that is, the things you're doing to help create the best environment possible to help you fall asleep and stay that way through the night.

Discovering the right sleep aid is a personal process, but sleep masks are known to “give you more control over the darkness you're exposed to, and can be really helpful," says Winter. Made of five layers of super-breathable fabric for maximum comfort and available in black or gray, the Mavogel Cotton Sleep Mask is a perfect choice.

That comfy cotton triangle on the side of this sleep mask makes for a light-proof seal, cushy fit and even sweeter dreams. (Amazon)

What reviewers say

More than 55,000 five-star reviewers are well-rested thanks to this mask.

“I had other sleep masks I bought on Amazon that were cheap and fell apart," wrote one now-sound sleeper. "This mask is clearly well-made, durable, super soft and comfortable. And the nose bridge has a metal wire so you can bend it around your nose to seal out light."

"Buy it!" urged a fan who uses the mask to get sleep while traveling. "I can easily clip it into me as I'm boarding so I don't have to worry about where the mask is. It's super comfortable — think jersey material without the heat. Also, the nose has a wire in it, so you can pinch it or manipulate it to fit your nose, which minimizes the sun. ... This is my go-to mask for travel."

“I love this mask! Purchased it in gray several months ago and it’s in great shape," said another happy customer. "I like the comfortable cotton, the flexible but not awkwardly rigid nose piece, and the great coverage that doesn’t let any light in anywhere. ... Really improves my sleep quality and ability to fall back asleep.” Their update, however, said: "Several months later, this mask is just now starting to fail (elastic coming away from the fabric) — I machine wash and dry weekly with my regular laundry. Love this so much I’m buying another!" (Note: For best results and longevity, hand wash only, per the manufacturer's instructions.)

Amazon

Prefer black? You can opt for this one — or grab two and alternate between black and gray. 

$8 at Amazon

Need another layer of defense against sleepless nights? Shoppers swear by these earplugs to help them stay asleep.

Amazon

These popular reusable, moldable earplugs are a simple and affordable way to comfortably block out unwanted sounds (spousal snoring, noisy neighbors, too-tweety early birds, etc.).

Save $7 with coupon

$9 at Amazon

"Perfect if you have a snorer in your life," raved a five-star fan. "...I have the most sensitive ears at night. I can not fall asleep with the sound of a measly fan, let alone a snorer. ... My roommate and best friend is the loudest snorer I have ever met, and thanks to these earplugs I can actually sleep peacefully. I no longer get enraged because I simply can't hear the snoring. They mold perfectly to your ears and are the perfect size to mold ... Simply the best purchase I've ever made!"

If you have Amazon Prime, you’ll get free shipping, of course. Not yet a member? No problem. You can sign up for your free 30-day trial here. (And by the way, those without Prime still get free shipping on orders of $25 or more.)

The reviews quoted above reflect the most exact versions at the time of publication.

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Tue, 02 Jan 2024 04:13:00 -0600 en-US text/html https://www.yahoo.com/lifestyle/this-sleep-mask-blocks-out-all-yes-all-light-and-its-8-during-amazons-winter-sale-thats-nearly-60-off-181328187.html
Amazon Fire HD 10 (2023) review No result found, try new keyword!At a glance Expert's Rating Pros ・User-friendly interface ・Tight integration of Amazon services ・Echo Show smart home dashboard ・Very cheap Cons ・Cheap-feeling materials ・Slow charging ・Limited app ... Sun, 24 Dec 2023 18:42:45 -0600 en-us text/html https://www.msn.com/ Amazon launched an epic New Year's sale on fitness gear — here are some of our favorite deals

Exciting: It's a New Year and a new beginning.

Bummer: We're also battling yet another wave of illnesses, and it's too cold (in most places) to exercise outdoors.

Quick Overview

  • BalanceFrom Colored Neoprene Coated Dumbbell Set

  • BalanceFrom Rubber Encased Hex Dumbbells

  • Yes4All 10-lb. Slam Medicine Ball

  • Yes4All Vinyl Coated 10-lb. Kettlebell Weight

  • Stamina Portable Exercise Mini Trampoline

  • Triggerpoint Performance Foam Roller

  • SereneLife Smart Electric Folding Treadmill

  • VacLife Portable Air Compressor

    $22$45

    Save $23 with Prime and coupon

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  • AstroAI Car Windshield Snow Cover

  • XieBro Robot Vacuum and Mop

    $144$790

    Save $646 with Prime

  • Shark Navigator Lift-Away Upright Vacuum

  • Shark Rocket Ultra-Light Bagless Vacuum

  • Dyson V11 Cordless Stick Vacuum

  • Henckels 15-Piece Knife Set

  • Astercook 12-Piece Knife Set

    $10$34

    Save $24 with Prime and coupon

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  • Kitchellence 3-Stage Knife Sharpener

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  • GiveBest Portable Electric Space Heater

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See 24 more

Conclusion: This may be another winter of working out at home.

And let's face it: You're probably overdue on upgrading your fitness gear. Luckily, Amazon is here to make it easier — and more affordable — than ever. To accommodate fitness resolutions nationwide, the retail giant just slashed prices on tons of fitness equipment as part of its excellent Winter Sale. If you were hesitant about getting your gear on before, consider this a signal to do so now.

Amazon

Weights strewn across your den, basement or garage floor are an accident waiting to happen — a stubbed toe, twisted ankle or worse. This little pyramid of dumbbells helps you stay safe, neat and organized. These 5-lb., 8-lb. and 12-lb. 'bells come in blue, yellow and orange, respectively. (PS: This set is also available in a 2- /3- /5-lb. ensemble.)

$129 at Amazon

"I started a workout program and needed weights for some of the routines," reported one happy customer. "I found this product and read the reviews and was sold. I have never owned dumbbells before and didn't really know what to look for to buy them. I love the great feel of them. The stand was as easy as 1-2-3 to assemble!.... Love my dumbbells and stand!"

Amazon

These hex dumbbells have a rubber coating to prevent scrapes and dings and, at 10 pounds apiece, are ideal for curls, chest presses, and weighted squats and lunges. Textured handles ensure a safe, secure grip.

$25 at Amazon

Said a five-star reviewer: "Perfect for my short workouts. Helps me to maintain good muscle strength at 75 years old."

Amazon

Exercising with a weighted ball helps you build core strength, Improve coordination and mix it up a bit, when it comes to cardio. This No. 1 bestseller strikes a nice balance between healthy exertion and manageability. You can toss it back and forth with a gym buddy as a medicine ball or bounce it against a wall for solo exercise. Need to up your challenge level? Do more reps!

$23 at Amazon

"I have 3 of these in different weights. Very durable and varies my workouts," shared a happy shopper. "These have really helped with a exact rotator cuff tear, and I have been able to strengthen it without surgery due to these. Buy without hesitation!"

Amazon

Kettlebells all but sold out when folks pivoted en masse to home workouts in 2020. If you've had one on your wish list forever, you're in luck. For just $18 you can get this 10-lb. kettlebell with a wide, easy-to-hold grip.

$18 at Amazon

Said a satisfied customer: "The handle is most comfortable, a good shape, easy to use in swings, or just to carry. Great product, and a competitive price compared to other makes."

"Synopsis: Exactly what you need for a kettlebell with grip, ease of use, and solid construction," said another five-star reviewer. "Kettlebells can run extremely expensive depending on the make and model of the item — upwards of $2.50 per pound. This one being rubber, I was shocked to find the price so low."

Amazon

Bring some joy to your workout with this mini trampoline. According to Healthline, trampoline workouts help to relieve stress and build cardiovascular strength — and they may even Improve bone health. We love this one because it's lightweight and stable, and it comes with an app that provides workouts audio and video workouts.

$54 at Amazon

"Wonderful — incredible value for money," wrote one of more than 10,000 five-star fans. "[It] hasn't suffered any damage in over a year of heavy use, quiet and lightweight in an apartment, perfect for getting in exercise during rainy days in the pandemic."

Amazon

Rolling out muscles daily with a good foam roller helps relieve and prevent pain. Just as a massage would, rolling releases fascia — the connective tissues that wraps around muscles, which can become tighter as we age, causing all sorts of discomfort. This popular firm foam roller is great for newbies because it comes with free access to instructional videos; you'll learn from certified trainers how to effectively roll, and how to target specific body parts.

$31 at Amazon

Said one of the 26,000+ reviewers: "I have been suffering from lower back pain for years now. I use this every day in the morning and sometimes in the evening. I found it really makes a difference. I am able to stretch without discomfort."

Amazon

With its LCD display showing your run time, distance, speed, calories burned, heart rate and more, this treadmill from SereneLife can be the centerpiece to your workout zone — and fitness regimen. No space? It folds up to get out of the way. This model offers twelve preset training modes and three levels of incline, so you can gradually build strength.

$300 at Amazon

More than 4,000 Amazon shoppers have given the SereneLife treadmill a perfect five-star rating. "I'm a senior. I just need to walk when it's cold and wet out. I wanted something I could move easily and small enough to not take the whole room. It's perfect," wrote a satisfied user. "Oh... and assembly was simple! It's practically all together from the box. 6 bolts and you're done."

The reviews quoted above reflect the most exact versions at the time of publication.

If you have Amazon Prime, you’ll get free shipping, of course. Not yet a member? No problem. You can sign up for your free 30-day trial here. (And by the way, those without Prime still get free shipping on orders of $25 or more.)

Looking for more great Amazon home deals? Check these out:

Auto

  • VacLife Portable Air Compressor

    $22$45

    Save $23 with Prime and coupon

  • DBPower Portable Car Jump Starter

    $42$79

    Save $38 with coupon

Vacuums

  • XieBro Robot Vacuum and Mop

    $144$790

    Save $646 with Prime

  • Shark Navigator Lift-Away Upright Vacuum

  • Shark Rocket Ultra-Light Bagless Vacuum

Kitchen

  • Astercook 12-Piece Knife Set

    $10$34

    Save $24 with Prime and coupon

  • ThermoPro Digital Meat Thermometer

    $12$21

    Save $9 with Prime and coupon

  • Kitchellence 3-Stage Knife Sharpener

  • Cuisinart 12-Piece Kitchen Knife Set

  • KitchenAid Classic Series 4.5-Quart Tilt-Head Stand Mixer

Home

  • GiveBest Portable Electric Space Heater

  • Fab Totes Clothes Storage Bags, 6-Pack

    $15$42

    Save $27 with Prime and coupon

  • Kismile Small Electric Space Heater

    $20$29

    Save $9 with coupon

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Mon, 01 Jan 2024 01:29:00 -0600 en-US text/html https://www.yahoo.com/lifestyle/amazon-launched-an-epic-new-years-sale-on-fitness-gear-here-are-some-of-our-favorite-deals-152936757.html
Amazon: Time To Load Up
Jeff Bezos" Blue Origin New Shepard Space Vehicle Flies The Billionaire And Other Passengers To Space

Joe Raedle

Investment thesis

My previous bullish thesis about Amazon (NASDAQ:AMZN) aged well, as the stock outperformed the S&P 500 since mid-September. A lot happened over the last three months, and today, I want to share with readers my view on how

Mon, 25 Dec 2023 21:31:00 -0600 en text/html https://seekingalpha.com/article/4659607-amazon-stock-undervalued-time-to-load-up




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