AI, Data & Cloud learning guide
35 topics, original diagrams and simple examples: AI and ML, GenAI, foundation models, LLMs, RAG, agents, vector databases, prompting, cloud services and career roles.
Explore the free learning guide35 topics, original diagrams and simple examples: AI and ML, GenAI, foundation models, LLMs, RAG, agents, vector databases, prompting, cloud services and career roles.
Explore the free learning guideFollow a support-assistant design through data preparation, evaluation, access controls and recovery, with exercises and worked answers.
Start the free learning labPractice the decisions and evidence behind technical and Agile careers. Browse the studios below.
Browse free starter studiosReturn to the community to ask questions and share your progress
Explore 28 original starter studios built around the decisions, failures, evidence and communication expected in real technical and Agile roles. Every studio gives you a business mission, a role-specific learning sequence and a clear picture of professional readiness.
These studios are intentionally different. A learner does not receive the same recycled project with a new job title. Each path starts with its own business context, role boundary, decisions, work evidence and definition of readiness.
Neriya publishes only consent-based outcomes that can be verified. Training can strengthen capability, portfolio evidence and interview readiness; it cannot guarantee employment or a fixed hiring timeline.
Understand the customer problem, operating context and measurable outcome.
See how technology, people, controls and dependencies connect.
Use evidence to choose, prioritize and explain trade-offs.
Practice the tasks and conversations owned by the role.
Learn through realistic failure, uncertainty and changing conditions.
Create artifacts that show what changed and why it matters.
Explain the work naturally in technical, behavioral and scenario interviews.
Open a path to see the problem you will enter, the capabilities you will build, the evidence you will create and the standard you should reach before advancing. The material below is a Neriya-designed orientation—not a list of borrowed syllabi or third-party links.
Move from model experimentation to secure, observable and supportable AI services.
Stabilize a customer-support copilot that gives inconsistent answers and cannot yet pass security review.
AI system context map · RAG decision record · evaluation and incident brief
You can explain why the system exists, how every component connects, what can fail and what evidence makes release responsible.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete AI Systems Engineering path →Build the mathematical, data and model-development foundations behind applied machine learning.
Build a defensible customer-churn model without confusing a high score with business value.
Experiment notebook · model card · evaluation narrative
You can reproduce the work, explain the errors in plain language and recommend whether the model should be used.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete AI & Machine Learning path →Understand how secure, reliable and cost-aware cloud environments are designed and operated.
Design a resilient cloud landing zone for a growing digital service with strict access and cost controls.
Cloud architecture · infrastructure plan · resilience and cost review
You can justify the design, provision it repeatably and show how it will be secured, monitored and recovered.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Cloud Engineering path →Connect operating systems, identity, compute, storage, networking and operational support.
Modernize a fragile hybrid business service whose identity, patching and recovery processes are undocumented.
System baseline · change plan · recovery runbook
You can operate the environment methodically, communicate risk and restore service without guesswork.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Systems Engineering path →Connect source control, automation, delivery pipelines, infrastructure and production feedback.
Replace a slow manual release process with a secure delivery pipeline that teams can trust.
Pipeline design · policy gates · release and rollback record
You can follow a change from commit to production and explain speed, security and recovery trade-offs.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete DevOps & DevSecOps path →Learn how identity, applications, networks, cloud workloads and data are protected and investigated.
Investigate suspicious account activity while protecting evidence and keeping a critical service operating.
Incident timeline · risk register · control improvement plan
You can make evidence-based security decisions and communicate technical risk without fear-driven language.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Cybersecurity path →Turn business questions into clean data, reliable analysis and decision-ready communication.
Explain why customer renewals are falling and give leaders a decision they can act on.
Analysis plan · validated dashboard · decision memo
You can show where the numbers came from, what they mean, what they do not prove and what action follows.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Data Analytics path →Combine statistics, programming and experimentation to produce defensible data products.
Test whether demand forecasting can reduce waste without creating costly false confidence.
Reproducible experiment · validation report · monitoring proposal
You can connect statistical evidence to an honest business recommendation and defend the limits of the analysis.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Data Science path →Understand distributed ingestion, transformation, storage, orchestration and data reliability.
Rebuild an unreliable event-data platform that misses service-level commitments during peak demand.
Data-flow architecture · quality contract · recovery playbook
You can explain how data moves, where correctness is protected and how the platform recovers without silent loss.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Big Data Engineering path →Build maintainable applications and APIs with testing, security and operational readiness.
Deliver a secure claims API that partner applications can integrate without ambiguous behavior.
OpenAPI contract · test strategy · operational runbook
You can build and defend an interface that is usable, secure, observable and safe to change.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Software & API Engineering path →Translate business outcomes into workflows, requirements, interfaces and testable delivery evidence.
Clarify a fragmented claims-modernization initiative before teams build the wrong solution.
Context diagram · requirements model · traceability and UAT pack
You can translate between business and engineering without pretending to own either side's decisions.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Technical Business Analysis path →Understand how traffic moves, how networks are segmented and how connectivity is secured and diagnosed.
Restore reliable connectivity between offices, cloud workloads and remote users after intermittent outages.
Network topology · packet-path analysis · troubleshooting runbook
You can predict the traffic path, isolate the failing layer and justify secure connectivity choices.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Networking & Cloud Networking path →Design, query, secure, tune and recover data stores that support reliable applications.
Repair an order database that slows under load and cannot meet its recovery objective.
Schema rationale · performance report · backup and recovery proof
You can protect correctness, improve performance and demonstrate that recovery promises are real.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Database Engineering path →Develop structured troubleshooting, customer communication and support-operations discipline.
Restore a new employee's access across device, identity, network and business applications on their first day.
Ticket timeline · knowledge article · escalation handoff
You can make a user feel supported while producing the evidence another technician needs to continue the work.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete IT Help Desk & Technical Support path →Understand cluster architecture before operating, securing and troubleshooting Kubernetes workloads.
Recover a production Kubernetes application whose Pods are healthy on paper but unreachable to customers.
Cluster architecture · command evidence · incident and recovery guide
You can reason from first principles, choose safe commands and explain what the cluster is doing—not merely memorize kubectl.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Kubernetes Administration & CKA path →Develop team-effectiveness, Scrum-system health and evidence-based improvement capability.
Help a product team recover predictable value delivery without turning metrics or Scrum events into compliance theater.
Team-system map · improvement experiment · outcome review
You can explain the product, team system and measurable improvement—not only the meetings you facilitated.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Scrum Master path →Lead iterative AI and data delivery while managing uncertainty, evidence and responsible-use controls.
Move a promising AI prototype into responsible production despite uncertain data, evaluation and ownership.
Experiment roadmap · dependency map · model-risk checkpoint
You can lead learning under uncertainty and keep technical, product and governance decisions visible.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete AI & Data Delivery Lead path →Support engineering delivery by understanding SDLC, architecture, environments and technical dependencies.
Unblock a distributed engineering team whose API, environment and release dependencies are causing repeated carryover.
Dependency map · delivery risk board · reliability improvement story
You can connect team behavior, SDLC evidence and system constraints in a credible delivery conversation.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Technical Scrum Master path →Coordinate CRM configuration, integration, data, testing and release work around user outcomes.
Coordinate a CRM service transformation involving configuration, integrations, migration, UAT and adoption.
CRM release map · migration rehearsal · UAT and adoption brief
You can explain how the platform change serves users and how the organization will release it safely.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Salesforce CRM Agile Delivery path →Maximize product value through goals, evidence, backlog decisions and stakeholder alignment.
Reverse declining customer activation by making evidence-based product choices with limited capacity.
Product outcome map · discovery brief · value decision log
You can say why the product should change, what not to build and which evidence will change your mind.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Product Owner path →Shape valuable AI products while governing data, evaluation, uncertainty and responsible use.
Shape an AI assistant that creates real user value while controlling hallucination, bias, privacy and misuse.
AI opportunity brief · evaluation scorecard · responsible release memo
You can balance value, feasibility and responsible behavior while communicating unavoidable uncertainty.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete AI Product Owner path →Turn business needs into shared understanding, testable outcomes and traceable delivery evidence.
Untangle an onboarding process whose policies, handoffs and system rules create customer abandonment.
Journey and process model · story map · acceptance and UAT pack
You can make complex work understandable, testable and aligned to the outcome without writing a specification nobody uses.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Agile Business Analyst path →Improve service delivery through explicit policies, flow evidence and evolutionary change.
Improve an operations service where urgent work constantly interrupts planned demand and customers cannot predict delivery.
Service board design · flow analysis · experiment review
You can explain where work waits, why it waits and how a policy change may improve the service.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Kanban Flow Manager path →Support Agile teams inside an Agile Release Train while preserving team-level effectiveness.
Prepare a team to contribute credible objectives and dependencies inside a complex Agile Release Train.
Team PI plan · dependency and risk board · improvement backlog
You can protect team effectiveness while helping the team operate responsibly inside the larger delivery system.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete SAFe Scrum Master path →Facilitate ART-level planning, dependency management, execution and system improvement.
Recover an Agile Release Train whose objectives, dependencies and system-level risks are repeatedly discovered too late.
ART readiness view · program dependency map · system improvement brief
You can lead the train-level operating system, make risks visible and help leaders act on evidence.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Release Train Engineer path →Coach leaders, teams and systems toward measurable, sustainable improvement.
Help leaders and teams improve a delivery system without imposing a framework or creating permanent dependence on the coach.
System assessment · coaching contract · capability change report
You can tailor interventions to context, show what changed and leave the organization more capable without you.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Agile Coach path →Lead technical initiatives through scope, schedule, risk, dependencies and outcome governance.
Lead a regulated platform modernization across vendors, engineering teams and operational stakeholders.
Integrated delivery plan · RAID and decision log · transition review
You can maintain executive control without losing the technical reality, delivery evidence or intended business outcome.
Continue inside Neriya: move from this free orientation into guided labs, architecture reasoning, failure recovery, documentation, portfolio defense and humanized interview preparation.
Explore the complete Technical Project Manager path →Each studio is synthesized from current enterprise capability patterns and then independently designed around Neriya's own scenarios, teaching language, practice sequence, work products and performance expectations. The browser view is an orientation; complete guided labs, assessments, protected learning materials and portfolio coaching remain inside the applicable Neriya path.
PRACTICAL GUIDANCE FROM NERIYA
Meet the people behind the learning, inspect example project standards and ask clear questions before committing.