Institute
Data Scientists & ML Engineers
Professionals who build models locally and want to scale their work using AWS SageMaker and MLOps practices.
AWS MLA-C01
2 Live Projects + GitHub Repos
Resume & Interview Prep
Classroom & Live Online
Kolkata • Ballygunge
Pan-India ILT
What is the AWS Certified Machine Learning Engineer - Associate (MLA-C01) Certification?
AWS Certified Machine Learning Engineer - Associate (MLA‑C01) validates your ability to design, build, deploy, and maintain machine learning solutions on the AWS Cloud. AEM Institute provides a 30-hour hands‑on program in Kolkata and live online across India, including two live projects with public GitHub repositories and comprehensive career support.
This AWS Machine Learning Engineer course is designed to help you master Amazon SageMaker model deployment, MLOps on AWS, and AWS data engineering for ML. Offered by AEM Institute, it is the best AWS ML training for professionals aiming to build production-ready ML solutions.
Flexible Learning Modes: Attend our Physical Classroom Training at Baby Villa, 82 Kankulia Road, Ballygunge, Kolkata 700 029, or join the Live Online Instructor-Led Training (ILT) from anywhere in India. Our online batches are especially popular among professionals from Bangalore, Hyderabad, Pune, Mumbai, Delhi-NCR, Chennai, and other IT hubs — offering the same expert instruction, live labs, and placement support as our classroom program.
This 30-hour program bundles two premium features: two live projects involving end-to-end ML pipelines that you push to public GitHub repositories for recruiter verification, and comprehensive career support including personalized resume preparation and 1-on-1 interview preparation tailored for ML engineering roles. The curriculum is strictly aligned with the official AWS MLA-C01 exam blueprint.
Why AWS ML Training in Kolkata is Booming
Kolkata's IT sector is expanding rapidly, with major tech hubs in Salt Lake Sector V, Rajarhat New Town, and Ballygunge driving demand for ML professionals. Companies in Kolkata are actively hiring AWS ML certified engineers, making this the perfect time to invest in AWS ML training in Kolkata. AEM Institute is strategically located at Ballygunge, easily accessible from all parts of the city — including Park Street, Howrah, Sealdah, and New Town.
- Salt Lake Sector V — 15 mins
- Rajarhat New Town — 20 mins
- Park Street — 10 mins
- Howrah — 25 mins
- Sealdah — 15 mins
- Dum Dum — 20 mins
AWS AI Practitioner vs Machine Learning Engineer Associate — What's the Difference?
Understand why the MLA-C01 associate certification is the perfect next step for ML engineers and how it compares to the foundational AIF-C01
| Parameter | AWS AI Practitioner (AIF-C01) | Machine Learning Engineer Associate (MLA-C01) — This Course |
|---|---|---|
| Level | Foundational | Associate — practical ML engineering |
| Focus Area | Understanding AI/ML concepts and AWS AI services | Building, training, tuning, and deploying ML models at scale on AWS |
| Key Technologies | Amazon Bedrock, SageMaker (conceptual), Rekognition, Polly | Amazon SageMaker model deployment, MLOps on AWS, AWS data engineering for ML, deep learning fundamentals |
| Course Deliverables | Live AI project with GitHub, free mock tests, career support | Two live ML pipeline projects with GitHub repos, resume preparation, and 1-on-1 interview prep |
| Prerequisites | None; basic cloud literacy helpful | AIF-C01 or equivalent foundational ML knowledge recommended; Python experience beneficial |
| Average Salary Impact | 40-80% over non-certified beginners | 80-150% over non-certified engineers, especially with a verified ML project portfolio |
Why AEM Institute is the Best AWS ML Training Institute in Kolkata
When searching for AWS ML training in Kolkata, AWS Machine Learning Engineer certification in Kolkata, or MLA-C01 course in Kolkata, AEM Institute consistently ranks as the top choice. Here's why professionals from Salt Lake, Rajarhat, Park Street, and across West Bengal trust us:
- 15+ years of industry-experienced trainers
- 100% hands-on AWS SageMaker labs
- Two live projects with GitHub portfolios for recruiters
- Resume & interview preparation included
- Physical classroom in Ballygunge, Kolkata
- Live Online ILT for remote learners across India
- EMI options — ₹24,950 course fee
- Weekend & weekday batches available
📍 Location: Baby Villa, 82 Kankulia Road, Ballygunge, Kolkata 700 029 — easily accessible from Salt Lake Sector V, Rajarhat, Park Street, Howrah, and Sealdah.
AWS Machine Learning Engineer Associate Course Curriculum
30-hour program covering SageMaker, MLOps, data engineering, deep learning fundamentals, and two live ML projects with career support
Amazon SageMaker Model Training & Tuning
Build, train, and hyperparameter-tune models using SageMaker built-in algorithms and custom containers.
Amazon SageMaker Model Deployment
Deploy models to real-time endpoints, configure auto-scaling, and implement A/B testing.
MLOps on AWS
Design ML pipelines with SageMaker Pipelines, model registry, and CI/CD for ML workflows.
Model Monitoring & Drift Detection
Implement model monitoring, detect data and concept drift, and trigger automated retraining.
CI/CD for Machine Learning
Design continuous integration and deployment pipelines for ML models using AWS services.
Security & Compliance for ML Workloads
Apply IAM policies, encryption, and monitoring to secure ML pipelines and meet regulatory requirements.
Need foundational AWS and ML knowledge? Start with our AWS AI Practitioner (AIF-C01) course or browse our full course catalog.
Who Should Enroll in This AWS ML Engineer Associate Course?
This associate-level certification is designed for data professionals and engineers who want to validate their ability to build and deploy ML solutions on AWS
Cloud Architects & Solutions Engineers
Architects who design end-to-end AI/ML solutions and need to demonstrate hands-on AWS ML expertise.
Aspiring ML Specialists
Those with foundational AWS knowledge who want to advance to the associate level with real-world project experience.
Software Developers Adding ML Skills
Developers with Python experience who want to transition into ML engineering and build production-grade solutions on AWS.
Prerequisite: Foundational AWS and ML knowledge. AWS AI Practitioner (AIF-C01) recommended but not required. Python and basic data science skills are beneficial.
Why Choose AEM for Your AWS ML Engineer Associate Training?
We deliver a complete learning experience with two live projects and dedicated career support to land top cloud ML jobs
AWS Certified ML Instructors
Learn from instructors who hold the MLA-C01 certification and have 15+ years of real-world ML and AWS experience. Available for both classroom and online batches.
Two Live ML Projects with GitHub Portfolios
Build an end-to-end ML pipeline and an MLOps project on AWS, then push both codebases to public GitHub repositories — a powerful dual-project portfolio verified by recruiters and hiring managers.
Hands-On Enterprise SageMaker Labs
Work on real AWS environments — training models, deploying endpoints, and building MLOps pipelines — not just slide theory.
Resume & Interview Preparation
Receive personalized resume preparation highlighting your two ML projects, and 1-on-1 interview coaching tailored for machine learning engineer and cloud AI roles.
24/7 Doubt-Clearing Support
Get your queries resolved anytime via our dedicated support channels.
Globally Recognised Certification
Our training aligns with the latest MLA-C01 exam, ensuring you earn a credential respected worldwide.
Program Details at a Glance
Everything you need to know about the AWS Machine Learning Engineer Associate certification cost and structure
| Course Name | AWS Certified Machine Learning Engineer - Associate (MLA-C01) |
| Duration | 30 Hours (Includes Two Live Projects & Career Support) |
| Cloud ML Training Price | ₹24,950 (EMI Options Available) |
| Classroom Location | Baby Villa, 82 Kankulia Road, Ballygunge, Kolkata 700 029 |
| Certification | AWS Certified Machine Learning Engineer - Associate (MLA-C01) |
| Premium Bundle | Two Live Projects (GitHub Portfolios) + Resume & Interview Preparation |
| Batches | Weekend & Weekday Batches Available |
| Training Mode | Physical Classroom & Live Online Instructor-Led (ILT) — Pan-India |
Career Opportunities: Top Job Roles After AWS MLA‑C01
Unlock high-demand ML roles with AWS skills — positions that require SageMaker, MLOps, and data engineering expertise
Machine Learning Engineer
₹6 – 14 LPA
Design, build, and deploy ML models on AWS using SageMaker, implement MLOps pipelines, and optimize model performance.
ML Data Engineer
₹8 – 16 LPA
Build data pipelines for ML workflows, implement feature stores, and manage data quality for ML applications.
ML Solutions Architect
₹10 – 22 LPA
Design end-to-end ML solutions on AWS, define architecture patterns, and lead ML implementation projects.
MLOps Engineer
₹10 – 20 LPA
Implement CI/CD for ML, manage model versioning, automate retraining, and ensure production-ready ML deployments.
Deep Learning Engineer
₹12 – 25 LPA
Design and implement deep learning solutions on AWS using SageMaker distributed training and deep learning AMIs.
ML Security & Compliance Specialist
₹10 – 20 LPA
Ensure security, privacy, and compliance for ML workloads on AWS, implement governance frameworks.
These roles are in high demand across Kolkata, Bangalore, Hyderabad, Pune, Mumbai, Delhi-NCR, Chennai, and remote — our placement team actively connects you with top employers.
AWS Machine Learning Engineer Salary & Career Growth
How the MLA-C01 certification and a verified dual-project portfolio boost your earning potential and unlock cloud ML roles
₹6–12 LPA
Entry-Level ML Engineer
AWS Machine Learning Engineer salary for certified professionals with a strong project portfolio.
₹12–20 LPA
3-6 Years Senior ML Specialist
Mid-level specialists designing and implementing ML solutions on AWS for enterprise clients.
₹20–35 LPA
Lead ML Architect / MNC Roles
Unlock high-paying cloud ML jobs in Kolkata and remote roles with global tech companies.
Learn more about AWS Machine Learning on the official AWS ML website. For student success stories, visit our AI & ML blog.
What Our Students Say
Real stories from professionals who completed AWS ML Engineer Associate training at AEM Institute in Kolkata
"AEM Institute's MLA-C01 training was a game-changer. The hands-on SageMaker labs and MLOps projects were incredibly practical. The two live projects helped me build a portfolio that impressed recruiters. I passed the exam on my first try and got hired as an ML Engineer within a month!"
SG
Soumyajit Ghosh
ML Engineer, Salt Lake Sector V
ML Engineer, Salt Lake Sector V
"The weekend online batch from Bangalore was perfectly structured for working professionals. The trainers are incredibly knowledgeable about MLOps on AWS and the career support team helped me secure a senior ML role within a month."
AK
Ananya Kumar
ML Solutions Architect, Bangalore
ML Solutions Architect, Bangalore
"The classroom at Ballygunge is easily accessible from Rajarhat. The hands‑on labs on SageMaker Pipelines and model deployment were enterprise-grade. I transitioned from Data Scientist to ML Engineer with a 50% pay jump."
DC
Deb Chatterjee
ML Engineer, Rajarhat New Town
ML Engineer, Rajarhat New Town
Frequently Asked Questions
Clear, conversational answers to help you make the best decision
How long is the MLA‑C01 training course?
The AWS Certified Machine Learning Engineer - Associate (MLA-C01) training at AEM Institute is a 30-hour intensive program. It includes two live ML projects with GitHub repositories and comprehensive career support. You can join our weekend batches at the Ballygunge classroom or attend live online sessions.
How much does the AWS Machine Learning Engineer Associate certification cost?
The all-inclusive cloud ML training price at AEM Institute is ₹24,950. This covers SageMaker model deployment, MLOps, data engineering for ML, deep learning fundamentals, the two live projects, and the career support package. EMI options are available.
What is the salary after getting MLA‑C01 certified?
An AWS Machine Learning Engineer salary typically starts at ₹6 LPA to ₹12 LPA for early-career professionals. Mid-level specialists with 3-6 years earn ₹12 LPA to ₹20 LPA, and lead roles in MNCs can reach ₹20 LPA to ₹35 LPA.
Can I take the MLA‑C01 course online while working?
Absolutely. Our AWS MLA-C01 certification course online is delivered via Live Instructor-Led sessions for working professionals. You attend live weekend classes, work on AWS labs remotely, build the two GitHub projects, and receive the same career support. Recordings are provided.
What are the prerequisites for this AWS ML Engineer Associate course?
You should have foundational AWS and ML knowledge. Prior certification is not required, but familiarity with Python and data science libraries is beneficial. The AWS AI Practitioner (AIF-C01) is a helpful stepping stone.
Does AEM Institute provide career support after MLA‑C01?
Yes. This program includes comprehensive career support: personalized resume preparation to highlight your two ML projects, and 1-on-1 interview coaching for machine learning engineer and cloud AI roles. We also provide direct referrals for cloud ML jobs in Kolkata and across India.
What topics are covered in the MLA‑C01 syllabus?
The curriculum covers Amazon SageMaker model deployment, MLOps on AWS, AWS data engineering for ML, deep learning fundamentals, plus the two live projects and career support package.
Is AEM Institute the best choice for AWS ML Engineer Associate training in Kolkata?
Yes. AEM Institute is widely recognised as the top provider for AWS Machine Learning Engineer Associate MLA-C01 training in Kolkata, with a 4.9/5 rating, 20,000+ professionals trained, and AWS Certified Trainers. Our two live projects and career support set us apart.
Where is the AWS ML classroom training held in Kolkata?
AEM Institute's physical classroom training is held at Baby Villa, 82 Kankulia Road, Ballygunge, Kolkata 700 029. It's centrally located with easy access from Salt Lake Sector V, Rajarhat New Town, Park Street, Howrah, Sealdah, and Dum Dum. Weekend batches are available for working professionals.
Ready to Become an AWS Certified Machine Learning Engineer Associate?
Choose between our Physical Classroom batch in Ballygunge or the Live Online batch (available across India). Includes two live projects and career support. Limited seats available.
Call +91 9330925622