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Machine Learning in AWS Online Test

About the test:

The Machine Learning in AWS test evaluates a candidate's knowledge and understanding of machine learning concepts and their application in the Amazon Web Services (AWS) environment. The test primarily focuses on topics such as data science, data analysis, and programming languages like Python and its libraries. It is designed to assess the candidate's proficiency in machine learning techniques and their ability to leverage AWS services for implementing machine learning solutions.

Covered skills:

  • Machine Learning in AWS
  • Data Analysis
  • AWS DevOps
  • Data Science
  • Kubernetes

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9 reasons why
9 reasons why

Adaface Machine Learning in AWS Test is the most accurate way to shortlist Data Scientists



Reason #1

Tests for on-the-job skills

The Machine Learning in AWS Online Test helps recruiters and hiring managers identify qualified candidates from a pool of resumes, and helps in taking objective hiring decisions. It reduces the administrative overhead of interviewing too many candidates and saves time by filtering out unqualified candidates at the first step of the hiring process.

The test screens for the following skills that hiring managers look for in candidates:

  • Ability to build and deploy machine learning models using AWS services
  • Ability to analyze and interpret data using machine learning algorithms
  • Capability to design and implement data science solutions in AWS
  • Proficiency in performing data analysis using statistical techniques
  • Familiarity with Kubernetes for container orchestration
  • Knowledge of AWS DevOps practices and tools
  • Ability to optimize machine learning models for performance and accuracy
  • Strong understanding of AWS infrastructure and services
  • Capability to automate machine learning workflows in AWS
  • Experience with data preprocessing and feature engineering in AWS
Reason #2

No trick questions

no trick questions

Traditional assessment tools use trick questions and puzzles for the screening, which creates a lot of frustration among candidates about having to go through irrelevant screening assessments.

View sample questions

The main reason we started Adaface is that traditional pre-employment assessment platforms are not a fair way for companies to evaluate candidates. At Adaface, our mission is to help companies find great candidates by assessing on-the-job skills required for a role.

Why we started Adaface
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Reason #3

Non-googleable questions

We have a very high focus on the quality of questions that test for on-the-job skills. Every question is non-googleable and we have a very high bar for the level of subject matter experts we onboard to create these questions. We have crawlers to check if any of the questions are leaked online. If/ when a question gets leaked, we get an alert. We change the question for you & let you know.

How we design questions

These are just a small sample from our library of 10,000+ questions. The actual questions on this Machine Learning in AWS Test will be non-googleable.

🧐 Question

Easy

Downtime and Workload
EC2
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ChickTok is a dating app that runs on EC2 behind an ALB. The EC2 instances run in an EC2 Auto Scaling group across multiple AZ. On every Saturday night, the app becomes atleast 5 times slower. Upon investigation, it is found that the CPU utilization reaches 100% within a matter of seconds instead of being a gradual increment. This is happening due to a batch core dating algorithm update that happens on every Saturday 9PM. 
ChickTok wants a solution that

- Tackles the extra workload
- Avoids downtime
Which of the following would you recommend?
 image

Medium

EC2DataProcessing
EC2
S3
Security Groups
Network ACLs
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You work as a Solutions Architect for a data analysis firm. The company stores large datasets on Amazon S3, and you've been tasked with setting up an Amazon EC2 instance to process this data. The EC2 instance will fetch data from S3, process it, and then write the results back to a different S3 bucket.

To ensure security, the EC2 instance should not have direct internet access, and it should only be able to communicate with the S3 buckets. You've decided to place the EC2 instance in a VPC private subnet with a CIDR block of 10.0.1.0/24. The associated security group is set to deny all inbound traffic and allow all outbound traffic.

Which additional configuration should you make to enable the EC2 instance to access the S3 buckets while complying with the security requirements?
A: Modify the Network ACL of the subnet to allow outbound connections to the IP range of the S3 service.
B: Assign a Public IP to the EC2 instance and update the security group to allow inbound and outbound traffic to S3.
C: Add a NAT Gateway in the private subnet and update the route tables to direct S3 traffic to the NAT Gateway.
D: Create an S3 VPC Gateway Endpoint and update the route tables for the private subnet to direct S3 traffic to the VPC Endpoint.
E: Create a VPN connection from the VPC to the S3 buckets.

Medium

Orderly Restoration of RDS with Transaction Logs
RDS
Transaction Logs
Point-in-time recovery
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You work as a database manager for a fintech company that uses an AWS RDS PostgreSQL instance. The company abides by stringent data security standards, which require minimal data loss in the event of database failures or accidental data modifications.

Unexpectedly, an operation that updates a significant number of records in a crucial transaction table is mistakenly run. You discover that this operation occurred at 12:45 PM. Your RDS PostgreSQL instance is configured to perform automated backups every day at 1:00 AM, with transaction logs being backed up every 5 minutes. Furthermore, there is a manual DB snapshot taken at 11:00 AM on the same day. 

To restore the database with minimal data loss, considering the sequence and order of log application, which of the following steps should you execute?
A: Restore from the manual DB snapshot at 11:00 AM, then perform a point-in-time recovery to 12:45 PM.
B: Perform a point-in-time recovery to 12:45 PM.
C: Restore from the last automated backup at 1:00 AM, then apply all transaction logs until 12:45 PM.
D: Restore from the manual DB snapshot at 11:00 AM, then apply transaction logs from 11:00 AM to 12:45 PM.
E: Perform a point-in-time recovery to 11:00 AM, then apply transaction logs from 11:00 AM to 12:45 PM.

Medium

Push Notifications
Dynamic DB
AWS Mobile Push
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Flowlife is a tips iOS app that is running on AWS with ~10 million users in the US. Users can post tips about a particular place (restaurants, businesses etc) and other users can search for the tips in the app. Flowlife wants to implement location based alerts on their iOS app. Users will receive relevant tips in proximity to their location. For maximum user engagement and relevant tips, the tips must be in the low minute count. Which of the following solutions is cost effective?
 image

Medium

SecureEC2Setup
EC2
Security Groups
VPC
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As an AWS Cloud Engineer for a financial institution, you're setting up an EC2 instance in a VPC to host a web application that handles sensitive financial data. The EC2 instance is placed in a private subnet and associated with a security group that only allows inbound HTTPS (port 443) traffic from the internet. You have an Application Load Balancer (ALB) in a public subnet, which forwards incoming traffic to the EC2 instance.

However, during the testing phase, you find that the web application on the EC2 instance is not reachable from the internet, but works fine from within the VPC. 

What could be the reason for this?
A: The security group should allow inbound traffic from the ALB's security group, not the internet.
B: The ALB should be in the private subnet, not the public subnet.
C: EC2 instances hosting sensitive data cannot be reached through an ALB.
D: The ALB and EC2 instance must be in the same subnet.
🧐 Question🔧 Skill

Easy

Downtime and Workload
EC2

2 mins

AWS
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Medium

EC2DataProcessing
EC2
S3
Security Groups
Network ACLs

2 mins

AWS
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Medium

Orderly Restoration of RDS with Transaction Logs
RDS
Transaction Logs
Point-in-time recovery

3 mins

AWS
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Medium

Push Notifications
Dynamic DB
AWS Mobile Push

3 mins

AWS
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Medium

SecureEC2Setup
EC2
Security Groups
VPC

2 mins

AWS
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🧐 Question🔧 Skill💪 Difficulty⌛ Time
Downtime and Workload
EC2
AWS
Easy2 mins
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EC2DataProcessing
EC2
S3
Security Groups
Network ACLs
AWS
Medium2 mins
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Orderly Restoration of RDS with Transaction Logs
RDS
Transaction Logs
Point-in-time recovery
AWS
Medium3 mins
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Push Notifications
Dynamic DB
AWS Mobile Push
AWS
Medium3 mins
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SecureEC2Setup
EC2
Security Groups
VPC
AWS
Medium2 mins
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Reason #4

1200+ customers in 75 countries

customers in 75 countries
Brandon

With Adaface, we were able to optimise our initial screening process by upwards of 75%, freeing up precious time for both hiring managers and our talent acquisition team alike!


Brandon Lee, Head of People, Love, Bonito

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Reason #5

Designed for elimination, not selection

The most important thing while implementing the pre-employment Machine Learning in AWS Test in your hiring process is that it is an elimination tool, not a selection tool. In other words: you want to use the test to eliminate the candidates who do poorly on the test, not to select the candidates who come out at the top. While they are super valuable, pre-employment tests do not paint the entire picture of a candidate’s abilities, knowledge, and motivations. Multiple easy questions are more predictive of a candidate's ability than fewer hard questions. Harder questions are often "trick" based questions, which do not provide any meaningful signal about the candidate's skillset.

Science behind Adaface tests
Reason #6

1 click candidate invites

Email invites: You can send candidates an email invite to the Machine Learning in AWS Test from your dashboard by entering their email address.

Public link: You can create a public link for each test that you can share with candidates.

API or integrations: You can invite candidates directly from your ATS by using our pre-built integrations with popular ATS systems or building a custom integration with your in-house ATS.

invite candidates
Reason #7

Detailed scorecards & benchmarks

View sample scorecard
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Reason #8

High completion rate

Adaface tests are conversational, low-stress, and take just 25-40 mins to complete.

This is why Adaface has the highest test-completion rate (86%), which is more than 2x better than traditional assessments.

test completion rate
Reason #9

Advanced Proctoring


Learn more

About the Machine Learning in AWS Assessment Test

Why you should use Pre-employment Machine Learning in AWS Online Test?

The Machine Learning in AWS Test makes use of scenario-based questions to test for on-the-job skills as opposed to theoretical knowledge, ensuring that candidates who do well on this screening test have the relavant skills. The questions are designed to covered following on-the-job aspects:

  • Building and deploying machine learning models in AWS
  • Implementing data analysis techniques using AWS services
  • Creating and managing data pipelines in AWS
  • Developing and deploying Kubernetes applications on AWS
  • Implementing DevOps practices on AWS
  • Ability to use AWS services for data visualization
  • Experience with training and fine-tuning machine learning models in AWS
  • Knowledge of data preprocessing techniques in AWS
  • Using AWS services for distributed computing and parallel processing
  • Integrating AWS services for real-time data processing

Once the test is sent to a candidate, the candidate receives a link in email to take the test. For each candidate, you will receive a detailed report with skills breakdown and benchmarks to shortlist the top candidates from your pool.

What topics are covered in the Machine Learning in AWS Online Test?

  • Machine Learning in AWS

    Machine Learning in AWS is the application of artificial intelligence algorithms and models to analyze and interpret data, make predictions, and automate decision-making processes. It is measured in this test to assess candidates' ability to leverage AWS machine learning services and tools in order to develop and deploy intelligent applications and solutions.

  • Data Science

    Data Science involves the extraction of valuable insights from large datasets using statistical and mathematical techniques. Measuring this skill in the test helps assess candidates' proficiency in data manipulation, exploratory data analysis, and creating predictive models to derive actionable business insights.

  • Data Analysis

    Data Analysis is the process of inspecting, cleaning, transforming, and modeling data to uncover useful information, draw conclusions, and support decision-making. It is included in this test to evaluate candidates' ability to analyze and interpret data sets using various statistical and visualization techniques, enabling data-driven decision-making.

  • Kubernetes

    Kubernetes is an open-source container orchestration platform that automates the deployment, scaling, and management of containerized applications. Assessing this skill in the test helps gauge candidates' proficiency in deploying, managing, and scaling applications using Kubernetes in an AWS cloud environment.

  • AWS DevOps

    AWS DevOps refers to the practice of using AWS cloud services and DevOps principles and practices to streamline and automate the software development and deployment processes. Measuring this skill in the test helps evaluate candidates' knowledge and experience in implementing continuous integration, continuous delivery, infrastructure automation, and monitoring using AWS services and tools.

  • Full list of covered topics

    The actual topics of the questions in the final test will depend on your job description and requirements. However, here's a list of topics you can expect the questions for Machine Learning in AWS Test to be based on.

    Amazon SageMaker
    Amazon Rekognition
    Amazon Comprehend
    Amazon Polly
    Amazon Transcribe
    AWS DeepLens
    Machine Learning Algorithms
    Supervised Learning
    Unsupervised Learning
    Reinforcement Learning
    Regression
    Classification
    Clustering
    Natural Language Processing
    Computer Vision
    Recommendation Systems
    Time Series Analysis
    Dimensionality Reduction
    Model Evaluation and Validation
    Feature Engineering
    Data Visualization
    Big Data Analytics
    Data Cleaning
    AWS Elastic Kubernetes Service
    Kubernetes Architecture
    Kubernetes Deployment
    Kubernetes Scaling
    Kubernetes Networking
    Kubernetes Monitoring
    Kubernetes Security
    AWS CloudFormation
    AWS CodeCommit
    AWS CodeBuild
    AWS CodeDeploy
    AWS CodePipeline
    AWS Lambda
    AWS Elastic Beanstalk
    AWS Elastic Container Service
    AWS CloudWatch
    AWS Identity and Access Management
    AWS CloudTrail
    AWS Config
    AWS CloudFormation
    AWS X-Ray
    AWS Step Functions
    AWS Systems Manager
    AWS Cloud9
    AWS CloudFront
    AWS Route 53
    AWS S3
    AWS EC2
    AWS RDS
    AWS DynamoDB
    AWS VPC
    AWS ECS
    AWS EKS
    AWS Fargate
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What roles can I use the Machine Learning in AWS Online Test for?

  • Data Scientist
  • Machine Learning Engineer
  • Data Analyst
  • Cloud Engineer
  • Software Developer

How is the Machine Learning in AWS Online Test customized for senior candidates?

For intermediate/ experienced candidates, we customize the assessment questions to include advanced topics and increase the difficulty level of the questions. This might include adding questions on topics like

  • Applying statistical analysis and hypothesis testing in AWS
  • Experience with data querying and manipulation using AWS services
  • Understanding of AWS security and compliance measures for data handling
  • Knowledge of containerization and orchestration using AWS ECS
  • Experience with AWS SageMaker for machine learning workflows
  • Using AWS services for natural language processing tasks
  • Applying feature engineering techniques in AWS for machine learning
  • Designing and implementing data lakes and data warehousing on AWS
  • Knowledge of time series analysis using AWS services
  • Ability to optimize and tune machine learning models in AWS
  • Developing automated deployment pipelines using AWS services
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The hiring managers felt that through the technical questions that they asked during the panel interviews, they were able to tell which candidates had better scores, and differentiated with those who did not score as well. They are highly satisfied with the quality of candidates shortlisted with the Adaface screening.


85%
reduction in screening time

Machine Learning in AWS Hiring Test FAQs

Can I combine multiple skills into one custom assessment?

Yes, absolutely. Custom assessments are set up based on your job description, and will include questions on all must-have skills you specify. Here's a quick guide on how you can request a custom test.

Do you have any anti-cheating or proctoring features in place?

We have the following anti-cheating features in place:

  • Non-googleable questions
  • IP proctoring
  • Screen proctoring
  • Web proctoring
  • Webcam proctoring
  • Plagiarism detection
  • Secure browser
  • Copy paste protection

Read more about the proctoring features.

How do I interpret test scores?

The primary thing to keep in mind is that an assessment is an elimination tool, not a selection tool. A skills assessment is optimized to help you eliminate candidates who are not technically qualified for the role, it is not optimized to help you find the best candidate for the role. So the ideal way to use an assessment is to decide a threshold score (typically 55%, we help you benchmark) and invite all candidates who score above the threshold for the next rounds of interview.

What experience level can I use this test for?

Each Adaface assessment is customized to your job description/ ideal candidate persona (our subject matter experts will pick the right questions for your assessment from our library of 10000+ questions). This assessment can be customized for any experience level.

Does every candidate get the same questions?

Yes, it makes it much easier for you to compare candidates. Options for MCQ questions and the order of questions are randomized. We have anti-cheating/ proctoring features in place. In our enterprise plan, we also have the option to create multiple versions of the same assessment with questions of similar difficulty levels.

I'm a candidate. Can I try a practice test?

No. Unfortunately, we do not support practice tests at the moment. However, you can use our sample questions for practice.

What is the cost of using this test?

You can check out our pricing plans.

Can I get a free trial?

Yes, you can sign up for free and preview this test.

I just moved to a paid plan. How can I request a custom assessment?

Here is a quick guide on how to request a custom assessment on Adaface.

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40 min tests.
No trick questions.
Accurate shortlisting.
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