Radical Technologies
AI
★★★★★
(2,095 ratings)  50,000+ Student

AI Architecture

Cloud-Agnostic AI Architecture Course Syllabus, designed to equip learners with the skills needed to build, deploy, and manage AI solutions across multiple cloud platforms(e.g., AWS, Azure, GCP) without being locked into a single provider. This course emphasizes vendor-neutral best practices, open-source tools, and interoperability.

RT
Radical Technologies
50,000+ English 40 hours Weekdays / Weekends Classroom / Online / Corporate
Online / Classroom

AI Architecture

IT Training Programme

Duration 40 hours
Batch Type Weekdays / Weekends
Mode of Training Classroom / Online / Corporate
Locations Pune, Bangalore, Kochi
Language English
Certification Globally Recognized
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What you'll learn

Understand core concepts and architecture from the ground up
Get hands-on with the tools used by working professionals
Build real-world projects you can add to your portfolio
Learn industry best practices and coding standards
Practice with real datasets and real-world scenarios
Prepare for certification and technical interviews
Work on collaborative, team-based exercises
Apply performance tuning and optimization techniques
Understand how the technology fits into a larger ecosystem
Complete assignments reviewed by mentors

Programme Overview

8 sections covering the complete curriculum — a single, progressive learning arc.

40 hours
Training Duration
8
Core Modules
33
Total Lessons
4.9
Average Rating
50K+
Students Trained
01

Foundations & Core Concepts

Get hands-on with the fundamentals and architecture — the building blocks for everything that follows.

Fundamentals Architecture Setup
02

Hands-On Practical Training

Work through real exercises and assignments designed to mirror what you will do on the job.

Practicals Assignments Labs
03

Real-World Projects

Apply what you have learned to end-to-end projects that go straight into your portfolio.

Projects Portfolio Case Studies
04

Advanced Techniques

Go beyond the basics with advanced concepts, integrations and production-grade practices.

Advanced Integration Best Practices
05

Ecosystem Integration

Understand how this technology connects with the broader tools and platforms used in the industry.

Ecosystem Tools Platforms
06

Performance & Interview Prep

Master optimization techniques and prepare for the technical interview questions employers actually ask.

Optimization Interview Prep Certification

Who is this programme for?

Whether you're already writing code, working with data, or supporting applications today — this programme is built to take you into a AI role.

Software Developers

Engineers who want to add this skill set to their toolkit

Analysts & Consultants

Professionals moving into a more technical, hands-on role

IT Professionals

System admins and support engineers upskilling into a new domain

Fresh Graduates

CS/IT graduates aiming for a job-ready technical role

Course Curriculum

8 sections  •  33 lessons  •  40 hours

01 Module 1: Foundations of AI and Cloud-Agnostic Principles (3 Hours)
Overview of AI and Machine Learning (ML)
• Introduction to cloud computing & multi-cloud architecture
• What is cloud-agnostic? Pros and cons
• Key challenges: portability, cost, vendor lock-in
02 Module 2: AI System Design & Component Architecture (5 Hours)
• AI workflow architecture: from data ingestion to deployment
• Data pipelines (ETL/ELT) for machine learning
• Microservices & serverless architectures for AI
• MLOps pipelines (CI/CD for ML models)
03 Module 3: Cloud-Agnostic Tools & Platforms (6 Hours)
• Containers: Docker, Podman
• Orchestration: Kubernetes (EKS, AKS, GKE compatible)
• ML Platforms: MLflow, Kubeflow, DVC, Airflow
• Model Serving: Seldon Core, TensorFlow Serving, ONNX Runtime
• Data: MinIO (S3-compatible), Apache Kafka, PostgreSQL
04 Module 4: Data Management and Storage Strategies (4 Hours)
• Object storage vs block storage vs file storage
• Cross-cloud data replication & consistency
• Open data lake architectures (e.g., Delta Lake, Apache Iceberg)
• Metadata & catalog management (e.g., Amundsen, DataHub)
05 Module 5: AI Model Training & Tuning in a Cloud-Agnostic Way (6 Hours)
• Local vs distributed training: when and how
• Using Kubernetes with Jupyter, Ray, Horovod, or PyTorch DDP
• Spot instances, autoscaling, and hybrid resource allocation
• Hyperparameter tuning with Optuna or Ray Tune
06 Module 6: Cross-Cloud Model Deployment & Monitoring (5 Hours)
• Portable model formats: ONNX, PMML, SavedModel
• Serving models via REST, gRPC, or Kafka endpoints
• Logging, monitoring, and alerting using Prometheus, Grafana, ELK stack
• Shadow testing, A/B testing, canary deployments
07 Module 7: Security, Governance, and Cost Optimization (4 Hours)
• Encryption (in-transit & at-rest) with cloud-agnostic tools
• Identity & Access Management with Keycloak, OIDC
• Multi-cloud cost tracking and optimization
• Auditing, compliance, and data lineage
08 Module 8: Capstone Project (7 Hours)
• Build and deploy an end-to-end AI pipeline:
o Data ingestion → Model training → CI/CD → Deployment
• Use open tools to ensure portability across cloud providers
• Document design decisions and present findings

Tools & Technologies

Every tool listed here is installed, configured and used in a hands-on lab session.

Core Tools

Hands-On Labs

Practical Environment

Industry-Standard Tools

Real-World Setup

Guided Exercises

Skill Building

Sample Datasets

Practice Material

Practice & Projects

Mini Projects

Applied Practice

Assignments

Mentor Reviewed

Doubt Sessions

Live Support

Career Readiness

Resume Building

Career Support

Mock Interviews

Interview Prep

Certification Prep

Global Recognition

Deployment & Delivery

Production Practices

Real-World Ready

Best Practices

Industry Standards

33+
Hands-On Lessons
8
Core Modules
40 hours
Training Duration
100%
Practical Training

You don't just learn AI Architecture. You ship it.

Three major projects, each mirroring how production teams actually work — from guided foundations to a portfolio-ready capstone.

PROJECT // 01

Guided Foundation Project

Requirement Analysis

Guided Implementation

Mentor Review

Iteration

Foundation Beginner

Apply the fundamentals in a structured, mentor-reviewed project

Take the core concepts from the first half of the curriculum and apply them to a realistic scenario, with guidance and feedback from your mentor at every step.

Structured project brief
Step-by-step implementation
Mentor feedback and review
Documented outcome
Stack Core Concepts Best Practices
PROJECT // 02

Applied Practice Project

Scenario Design

Independent Build

Testing & Validation

Peer Review

Applied Intermediate

Build a more independent project mirroring real production scenarios

Work through a project that combines multiple concepts from the curriculum, closer to how work is actually structured on the job — less hand-holding, more ownership.

End-to-end implementation
Testing and validation
Documentation
Peer/mentor review
Stack Applied Skills Testing
PROJECT // 03

Capstone Project

Planning

End-to-End Build

Review & Refinement

Presentation

Capstone Advanced

Take a project from requirements to a polished, portfolio-ready deliverable

Your final project — plan, build, test and present a complete solution using everything covered in the curriculum, reviewed by mentors before you graduate.

Complete working solution
Presentation-ready documentation
Mentor sign-off
Portfolio-ready deliverable
Stack Full Curriculum Portfolio

All 3 projects go directly into your portfolio & resume — reviewed by mentors before you graduate.

See Sample Project Reports

Upcoming Batches

No upcoming batches scheduled right now. Enquire to get notified.

Why Radical Technologies

Live Online Training
  • Highly practical oriented training
  • Installation support on your system
  • 24/7 Email and Phone support
  • 100% Placement Assistance
  • Global Certification Preparation
  • Trainer-Student Interactive Portal
  • Assignments and Projects by Mentors
Live Classroom Training
  • Weekend / Weekdays / Morning / Evening batches
  • 80:20 Practical and Theory ratio
  • Real-life Case Studies
  • Easy make-up for missed sessions
  • PSI | Kryterion | Redhat Test Centers
  • Lifetime Video Classroom Access (coming soon)
  • Resume Prep and Mock Interviews
Self-Paced Training
  • Learn 300+ courses at your own time
  • 50,000+ Satisfied Learners
  • Course Completion Certificate
  • Practical Labs available
  • Mentor Support available
  • Doubt Clearing Session available
  • 10% Discounted Global Certification

Like the Curriculum? Let's Get Started

Join 50,000+ students already enrolled at Radical Technologies

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Global Certification

Radical Technologies is the leading IT certification institute in Pune, offering globally recognized certifications across various domains. With expert trainers and comprehensive materials, we ensure students gain in-depth knowledge and hands-on experience to excel in their careers. Our certification programs are tailored to meet industry standards — from cloud technologies to data science — empowering individuals to stay ahead in the ever-evolving tech landscape.

Certificate of Completion

Career Services

At Radical Technologies, we are committed to your success beyond the classroom. Our 100% Job Assistance program ensures that you are not only equipped with industry-relevant skills but also guided through the job placement process. With personalised resume building, interview preparation, and access to our extensive network of hiring partners, we help you take the next step confidently into your IT career.

Career Support

Course Completed? Need next steps?
Need Interview Supports?
Need Job Assistance?
Came from any other Institute?

Join our Brush-up Session & get support until you find a job!

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Radical Learning Eco-System

Exam Simulator

Cloud SandBox

Hands-on Cloud Lab

Developer Coding Ground

Student Reviews

4.9★
Average learner rating
50K+
Students trained
30+
Hiring companies alumni work at
100%
Placement assistance
4.9
★★★★★

Course Rating

★★★★★
92%
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I have completed DevOps course from Radical Technologies. Overall training was very good. Our trainer Aamir has nicely explained DevOps concepts and tools used in IT industry with real time examples. He has provided all necessary study materials for better understanding.
N Neha Deshpande
A wonderful practical DevOps course. I cannot express how great the instructor - Aamir sir is. He is very knowledgeable and patient. During the course he mainly focused on concept clarity rather than completing the syllabus. Good curriculum. I would definitely recommend this to my friends.
S Shivaji L
I have completed my devops training from radical. Overall training is very good under the guidance of Aamir Sir . He explained the concepts very well and provided good practical examples for learning also cleared doubts and issues while learning the devops.
P Prachi Sharma
As of my experience, the best DevOps trainer I can suggest would be Aamir Shaikh. He teaches DevOps in Radical technologies that provides attention to all the important and trending topics that need to be covered. The syllabus should be …
S Shraddha Ramavat
I have joined DevOps course in Radical Technologies. My trainer was Mr. Satyam Pandey. He is a very good trainer.
He was able to resolve our queries effectively. I really liked
the hands-on examples covered during this course. His sessions …
S Sakshi Kulkarni
Attended DevOps training led by Aamir sir. Great learning experience.....cleared basics and moved well on to advanced concepts of the topics covered along with hands on practice. Would recommend my colleagues interested in doing DevOps to join Aamir sir's class at Radical, Pune
A Ayan Majumdar
Course - DevOps Trainer- Aamir Sheikh I enrolled for the DevOps course . The course content covers almost all the …
A Aniket Kondalkar
Course : Devops , Trainer : Amir S It's been a great learning experience in Radical technology , He covered all required tools that necessary in Devops ,The Trainer is having excellent Training …
V Vinayak Kamble
Course -DEVOPS . I habe Attended Amir Sheikhs session on DEVOPS and it was delivered professionaly and with high quality . . We have given training on industry based requirement and coverd almost all the tools whihch are currently used by Industries .
N Nilesh Kala
Currently I am doing my DevOps course from Radical Technologies. From Radical perspective, it's a very good place to look out for Training's on trending technologies. Radical Aundh Owner is humble & knowledgeable person as well & gives a …
R Rohan Satpute
Hello Everyone Recently I completed my Devops training from Radical Technologies Pune . My Trainer was Mr Aamir Shaikh , he’s best trainer I’ve ever seen . …
A Adi
I am about to complete DevOps class from Radical and the training has been good,My trainer, Aamir sir has very good professional knowledge and experience, he explained each and every point in simple way.
O Onkar Deshpande
I am currently perusing the DevOps course in radical. It is very helpful for the people who are looking toward the growth in devops. Also I ll recommend Mr. Aamir Shaikh he is very good trainer his teaching is on point ,encouraging and he wont give you the solutions but will show you the way to get solution :).
R Renu Kokate
I attended DevOps from Radical Technologies.The DevOps training of Aamir Sir is excellent,he will explain explain everything and will train till Terraform in real time manner and you don't face much difficulty on doing these things in companies.
J Jijo Joy
I attended the Devops training by Amir. He has an good insight of the subject and has focused totally on the core technical part using hands. He has created the program in very innovative manner which helps to cover all the devops …
K Krishna Bhagat
Hey! I attended the Devops training by Amir. He has an good insight of the subject and has focused totally on the core technical part using hands. He has created the program in very innovative manner which helps to cover all the devops …
K Kaushik Das
I completed the course of DevOps by Anoop Gawande Sir in Radical technologies. His vast experience in DevOps and guidance in hands-on from day 1, can make anyone rise up till the level where one can start implementing DevOps immediately after the course completion.
S Sachin Vidhate
I enrolled for DevOps by Ganesh Palnitkar sir.....towards the end nobody understood the topics such as -Puppet,Chef, Docker, Kubernetes...which are some of major DevOps topics. …
B Bikash Sahu
I enrolled for Devops course. My course mentor was Mr. Aamir shaikh.He is experienced and has very good knowledge. He made each and every concept look so easy and informative, explained with real-world examples. I liked theory followed by …
P Prateek Shrivastava
I found Radical technologies as a good training institute. I recently Completed Devops training. My trainer is Amir sir. He is very well experienced and had good presentation skills. I am quite satisfied with my course. All the examples/demos/queries.
S Swati Badhe
I found Radical technologies as a good training institute. I recently Completed Devops training. Trainer is Aamir sir. He is very well experienced and had good teaching skills. He teaches all the required tools with practical and theory with small-small points of every tools, thanks Aamir sir for the support.
J Jafar Bohra
I found Radical technologies as a good training institute. I recently Completed Devops training. Trainer is Tabish Ahmed sir. He is very well experienced and had good teaching skills. He teaches all the required tools with practical and theory with small-small points of every tools, thanks radical technology for everything.,😊 …
M Mrs. Patil
I found Radical Technology as a good training institute. I recently completed Devops training. My trainer is Aamir sir. He is very well experience and good teacher. Thank you so mush Aamir sir and Radical Technology for making this course to all students.
D Dipti Patil
I had good experience by joining Amir Sirs DEVOPS Batch. He is excellent Trainer with knowledge of DEVOPS technology. I am happy with kind of knowledge I had gain by joining this course
B Bharati B
I had good experience in the Radical Devops Batch with Aamir Sir. The guidance helped smoothen career moves. However the support/reception staff was very unprofessional and rude at times.
A Aditya Telang

Al Architecture Course Certification with Training in Pune

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Our Alumni Work At

Accenture
Amazon
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Birlasoft
Capgemini
Catchpoint
Cognizant
Darwish Cybertech
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GiBots
Google
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HCL Technologies
IBM
Info Gain
Infosys
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L&T Infotech
Microsoft
Mphasis
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TCS
Tech Mahindra
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YASH Technologies
Zensar Technologies
Accenture
Amazon
Avisys Services
Birlasoft
Capgemini
Catchpoint
Cognizant
Darwish Cybertech
DataVision
GiBots
Google
Groots Software
HCL Technologies
IBM
Info Gain
Infosys
ITCube Solutions
KPIT
L&T Infotech
Microsoft
Mphasis
mPhatek
Oracle
Quantbit Technologies
Saina Cloud
TCS
Tech Mahindra
Wipro
YASH Technologies
Zensar Technologies

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