AWS Guaranteed-to-Run

Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01)

<p>

<strong>Exam Prep: AWS Certified Machine Learning Engineer &ndash; Associate (MLA-C01)</strong> is a focused, one-day instructor-led course designed to help you assess your readiness for the AWS Machine Learning Engineer &ndash; Associate certification exam. The course covers key exam domains and connects them to real-world machine learning workflows on AWS.</p>

<p>

Through targeted explanations and exam-style practice questions, you&rsquo;ll strengthen core concepts, identify knowledge gaps, and learn effective test-taking strategies. By the end of the course, you&rsquo;ll have a clear understanding of the exam structure and the skills required to confidently pursue the <strong>AWS Certified Machine Learning Engineer &ndash; Associate (MLA-C01)</strong> certification.</p>

<p>

&nbsp;</p>

8 Hours (1 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 850
Dedicated instructor, your schedule Fastest
Public Batch USD 700
Group class, fixed schedule Most Popular

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) by AWS is designed to validate expertise in building, operationalizing, and maintaining machine learning solutions on the AWS Cloud. This course specifically prepares candidates for the AWS Certified Machine Learning Engineer – Associate (MLA-C01) certification exam, targeting roles such as MLOps engineers, data scientists, and backend software developers. Ideal for professionals with at least one year of hands-on experience using Amazon SageMaker and related AWS services, the training addresses a critical industry need—70% of North American IT leaders report difficulty filling AI/ML specialist positions, underscoring strong employer demand for certified talent.

Participants engage with core AWS technologies including Amazon SageMaker Studio, AWS Glue, Amazon Redshift, AWS CLI, and AWS SDKs for Python, gaining proficiency in data preparation, model development, and deployment orchestration. The hands-on lab component is conducted within the AWS Console and SageMaker Studio environment, where students build and configure end-to-end ML pipelines. A key project involves creating an AWS Glue connection to Amazon Redshift using the AWS CLI, enabling seamless SQL and Python integration in JupyterLab notebooks to validate, transform, and prepare real-world datasets for model training and inference.

This course prepares candidates for the widely recognized AWS Certified Machine Learning Engineer – Associate credential, a certification that carries significant industry weight and career value. Certified professionals report average salaries of $155,000 to $178,000 annually, with top earners exceeding $200,000 depending on experience and location. Koenig Solutions supports learners with official AWS courseware and a Guaranteed-to-Run delivery model, ensuring access to structured, up-to-date training. Upon completion, professionals are positioned to lead machine learning initiatives in high-demand sectors such as finance, healthcare, and cloud-native technology, driving innovation through scalable, secure, and efficient ML solutions.

What You'll Learn

Ingest and store data using Amazon S3 and Amazon DynamoDB, leveraging Amazon SageMaker Feature Store to manage features for scalable machine learning pipelines.
Transform raw data and perform feature engineering using AWS Glue and AWS Lambda to prepare high-quality, production-ready datasets.
Train and tune machine learning models on Amazon SageMaker, utilizing SageMaker Hyperparameter Tuning and built-in algorithms to optimize model performance.
Deploy ML models using Amazon SageMaker endpoints and multi-model endpoints to ensure scalable, low-latency, and reliable delivery of AI solutions.
Orchestrate end-to-end CI/CD workflows using Amazon SageMaker Pipelines to automate model building, testing, and deployment cycles.
Monitor model performance and data drift using Amazon SageMaker Model Monitor and implement security best practices to maintain compliant, enterprise-grade AI systems.

Skills You'll Gain

AWS Machine Learning ML Model Deployment S3 Data Storage AWS Lambda Functions Amazon SageMaker IAM Role Configuration Kinesis Data Streams AWS Glue Jobs Apache Spark on EMR Model Monitoring AWS Step Functions Model Optimization VPC Configuration AWS KMS Encryption CloudWatch Metrics Model Validation Data Labeling

Prerequisites

Recommended knowledge before taking this course
  • Candidates should have 1+ years of hands-on experience with AWS machine learning services to succeed in the Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) by AWS.
  • Familiarity with data formats like Parquet, JSON, and CSV, alongside data ingestion and transformation techniques, is required for the Data Engineering domain of the Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) by AWS.
  • A solid understanding of common machine learning algorithms and their use cases is essential for the Exploratory Data Analysis domain of the Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) by AWS.
  • Hands-on experience with Amazon SageMaker for building, training, and deploying models is necessary for the Modeling domain of the Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) by AWS.
  • Proficiency in AWS data storage, CI/CD pipelines, IaC tools, and security best practices like IAM is vital for the Operations domain of the Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) by AWS.
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the MLS-C01 certification exam

Exam Details
Exam Name
MLS-C01
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Let's Talk

Request for more information

Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01)

We'll respond within 1 business day · No spam, ever.

Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Data Engineering for AWS Machine Learning
Ingest and store scalable datasets Execute feature engineering and transformations Validate data integrity for MLA-C01 certification
2
Day 2– AWS ML Model Development Mastery
Select optimal AWS modeling approaches Train and tune high-performance models Analyze metrics for Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01)
3
Day 3– Deploying Scalable ML Workflows
Provision infrastructure for production requirements Automate deployment using Infrastructure as Code Implement CI/CD pipelines for ML workflows
4
Day 4– Securing and Maintaining ML Solutions
Monitor real-time model inference performance Optimize infrastructure costs for AWS resources Apply security best practices for ML environments

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

88%

of MLS-C01 certified professionals report career advancement within 6 months

Salary Impact

+18%

Average salary increase reported after obtaining the MLS-C01 certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Machine Learning Engineer
  • MLOps Engineer
  • AI Engineer
  • Data Engineer
  • Cloud AI Specialist
  • ML Solutions Engineer

Companies Hiring

5,000+
Amazon Accenture Deloitte JPMorgan Chase Salesforce Infosys Wipro Capgemini

and 5,000+ organizations worldwide seeking MLS-C01 certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
100%

Happiness Guarantee

We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.

Full Refund

Within 24 hours

No Questions

Asked ever

Secure Payment

Encrypted checkout

PCI DSS

Compliant