Adaptive study planner

Turn an exam date into a realistic weekly plan.

Choose a role path, certification target, weekly study time, and timeline to generate lessons, labs, mock review, and portfolio proof.

Weekly plan

8 week plan

Follow the lessons, labs, mock review, and proof task each week. The plan uses the role path mappings already built into the platform.

Week 1/Foundation

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • AWS Solutions Architect Associate: AWS Certified Solutions Architect - Associate (SAA-C03)
  • AWS Solutions Architect Associate: IAM and Organizations

Lab focus

  • Multi-account landing zone review

Mock review

  • Review practice questions for this week's lesson domains.

Portfolio proof

  • Professional architecture decision matrix

Week 2/Foundation

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • AWS Solutions Architect Associate: VPC design
  • AWS Solutions Architect Associate: EC2 and containers

Lab focus

  • Hybrid network and DNS architecture

Mock review

  • Review practice questions for this week's lesson domains.

Portfolio proof

  • Landing zone diagram with identity, network, logging, policy, and workload boundaries

Week 3/Associate architecture

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • Cloud Professional Solutions Architect: Cloud concepts, platforms, and core services
  • Cloud Professional Solutions Architect: Cloud compute, containers, Kubernetes, and serverless

Lab focus

  • Resilience, backup, and disaster recovery design

Mock review

  • Review practice questions for this week's lesson domains.

Portfolio proof

  • Recovery and migration plan with risk, cost, and validation notes

Week 4/Associate architecture

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • Cloud Professional Solutions Architect: Cloud storage, databases, and data protection
  • Cloud Professional Solutions Architect: Cloud networking, connectivity, DNS, and content delivery

Lab focus

  • Cost, security, and operations architecture decision record

Mock review

  • Review practice questions for this week's lesson domains.

Portfolio proof

  • Professional architecture decision matrix

Week 5/Professional design

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • Microsoft Cloud Engineering Specialist: Microsoft Azure Fundamentals foundation materials (AZ-900)
  • Microsoft Cloud Engineering Specialist: Microsoft Security Compliance and Identity foundation materials (SC-900)

Lab focus

  • Multi-account landing zone review

Mock review

  • Review practice questions for this week's lesson domains.

Portfolio proof

  • Landing zone diagram with identity, network, logging, policy, and workload boundaries

Week 6/Professional design

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • Microsoft Cloud Engineering Specialist: Microsoft Azure AI Fundamentals foundation materials (AI-900)
  • Microsoft Cloud Engineering Specialist: Microsoft Power Platform Fundamentals foundation materials (PL-900)

Lab focus

  • Hybrid network and DNS architecture

Mock review

  • Review practice questions for this week's lesson domains.

Portfolio proof

  • Recovery and migration plan with risk, cost, and validation notes

Week 7/Portfolio proof

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • Google Cloud Engineering Specialist: Google Cloud Digital Leader foundation materials
  • Google Cloud Engineering Specialist: Google Cloud Generative AI Leader foundation materials

Lab focus

  • Resilience, backup, and disaster recovery design

Mock review

  • Take a timed mock review and write weak-area fixes.

Portfolio proof

  • Professional architecture decision matrix

Week 8/Portfolio proof

AWS Certified Solutions Architect - Associate

Balanced pace

Lesson focus

  • Google Cloud Engineering Specialist: Google Associate Cloud Engineer role bridge
  • Google Cloud Engineering Specialist: Google Professional Cloud Developer

Lab focus

  • Cost, security, and operations architecture decision record

Mock review

  • Take a timed mock review and write weak-area fixes.

Portfolio proof

  • Landing zone diagram with identity, network, logging, policy, and workload boundaries

Recommended tracks

Adaptive engine

The path changes as the learner improves.

  • Assessment score by domain and confidence level
  • Mock-test mistakes, trap types, and repeated weak objectives
  • Incomplete labs, missing evidence, and cleanup behavior
  • Target certification, target job role, weekly study time, and preferred cloud
  • Language preference, explanation style, and learner support needs

Global learner mode

Explain the same skill in the way the learner needs.

Beginner explanation

Exam-focused explanation

Real-job explanation

Interview answer mode

French learner support

Simple English support

Technical deep dive

Step-by-step lab coach

Interview coach

Practise answers for real job conversations.

  • Cloud solutions architect interview with tradeoff, resilience, security, and cost questions
  • Cloud engineer interview with troubleshooting, networking, IAM, monitoring, and deployment questions
  • Data engineer interview with pipelines, warehouses, streaming, quality, governance, and SQL questions
  • AI engineer interview with RAG, evaluation, model safety, deployment, and LLMOps questions
  • Security operations interview with IAM attack paths, SIEM, incident response, and Zero Trust questions
  • Telecom cloud interview with 5G, edge, CNF, SD-WAN, assurance, and automation questions

Pick a track

AWS

AWS Solutions Architect Associate

Design resilient, secure, cost-aware AWS architectures with VPC, IAM, compute, storage, databases, monitoring, and disaster recovery patterns.

AWS

AWS Cloud Engineering Specialist

Extend AWS architecture knowledge into hands-on developer, operations, security, DevOps, data, AI, and production support skills aligned to high-demand AWS role certifications.

AWS / Azure / Google Cloud

Cloud Professional Solutions Architect

Prepare for senior cloud architecture work across multi-account landing zones, hybrid networking, migration, security, resilience, cost governance, data platforms, and executive design decisions.

Microsoft Azure

Azure Administrator

Prepare for Azure identity, governance, virtual networking, storage, compute, monitoring, and operational administration.

Microsoft Azure / Power Platform

Microsoft Cloud Engineering Specialist

Build Microsoft cloud implementation depth across Azure development, security, DevOps, data engineering, monitoring, Power Platform automation, and Applied Skills-style project evidence.

Google Cloud

Google Cloud Engineer

Build core GCP skills across IAM, networking, Compute Engine, GKE, Cloud Run, storage, databases, and operations.

Google Cloud

Google Cloud Engineering Specialist

Deepen Google Cloud readiness across Cloud Developer, DevOps/SRE, Security, Network, Database, Workspace, Gemini, and Apigee-style API engineering paths.

AWS / Microsoft / Google / Oracle / Alibaba / IBM / CNCF / HashiCorp / CompTIA

Global Cloud Certification Library

Maintain a broad certification roadmap across major cloud providers, cloud-native platforms, infrastructure automation, security, data, AI, FinOps, and operations credentials.

Oracle Cloud Infrastructure

Oracle Cloud Infrastructure Engineer

Prepare for Oracle Cloud Infrastructure foundations, architect, operations, security, networking, database, data, AI, and multicloud roles.

Alibaba Cloud

Alibaba Cloud Engineer

Prepare for Alibaba Cloud ACA, ACP, and ACE-style cloud computing, security, big data, networking, operations, and architecture readiness.

IBM Cloud / Red Hat

IBM Cloud and Red Hat OpenShift Engineer

Build hybrid cloud readiness across IBM Cloud, Red Hat OpenShift, containers, automation, security, data, AI, and regulated enterprise operations.

CNCF / Linux Foundation / Kubernetes

Cloud Native Kubernetes Certifications

Prepare for Kubernetes and cloud native certifications across administrator, developer, security, GitOps, observability, networking, service mesh, and platform engineering skills.

FinOps Foundation / Cloud Providers

FinOps and Cloud Governance Certifications

Prepare for cloud financial management, governance, tagging, budgets, optimization, showback, unit economics, procurement, and executive reporting.

GitHub

GitHub Platform and Security Certifications

Prepare for GitHub Foundations, Actions, Advanced Security, Administration, and Copilot certification readiness with repository, automation, security, governance, and AI collaboration evidence.

HashiCorp

HashiCorp Infrastructure and Security Automation

Prepare for Terraform Associate, Terraform Professional, Vault Associate, Vault Operations Professional, and Consul Associate readiness across multi-cloud infrastructure and security automation.

Microsoft Azure / Microsoft Fabric

Azure Network Security and Data Specialist

Prepare for advanced Microsoft role certifications across networking, cybersecurity architecture, Fabric analytics, Fabric data engineering, database administration, hybrid Windows Server, virtual desktop, and SAP workloads.

Google Cloud / Google Workspace

Google Security Operations Workspace and Data Certifications

Cover newer and specialist Google certification paths for Security Operations Engineer, Workspace Administrator, Data Practitioner, and professional cloud operations.

Databricks / Snowflake / Microsoft Fabric / Google Cloud / AWS / Azure

Data Platform Certifications

Prepare for cloud data platform certifications across Databricks, Snowflake, Microsoft Fabric, AWS, Azure, Google Cloud, analytics engineering, governance, and ML platform foundations.

AWS / Microsoft / Google / Oracle / IBM / Databricks / Responsible AI

AI Governance LLMOps and Responsible AI Certifications

Prepare learners for generative AI, AI governance, responsible AI, LLMOps, model evaluation, RAG, agents, safety, compliance, and cloud AI certification paths.

Cisco

Cisco Network Engineer

Learn routing, switching, subnetting, wireless, security, automation basics, and cloud connectivity foundations.

Cisco

Cisco CCNP Enterprise

Prepare for CCNP Enterprise with ENCOR core knowledge, advanced routing, enterprise infrastructure, assurance, security, automation, and hands-on network design labs.

Cisco

Cisco CCNA Cybersecurity

Build cybersecurity operations readiness with network security, monitoring, vulnerability awareness, incident response, endpoint signals, and SOC evidence.

Cisco

Cisco CCNA Automation

Prepare for network automation work with APIs, Python, JSON, YAML, Git, Cisco platforms, programmability, configuration templates, and safe change evidence.

Cisco / Cloud

Cisco Networking for Cloud Connectivity

Connect Cisco networking foundations to cloud roles with VPC and VNet design, VPN, routing, DNS, firewalls, hybrid connectivity, SD-WAN concepts, and troubleshooting proof.

Cisco / Service Provider

MPLS and Service Provider Engineering

Build deep MPLS, service provider, and enterprise WAN skills with label switching, LDP, RSVP-TE concepts, MP-BGP, VRF, L3VPN, QoS, traffic engineering, carrier handoff, and troubleshooting evidence.

HashiCorp

Terraform Engineer

Use Terraform for reusable infrastructure, remote state, modules, workspaces, policy, and AWS deployment pipelines.

AWS

AWS CloudFormation and CDK IaC Engineer

Build AWS infrastructure as code with CloudFormation, SAM, CDK, change sets, nested stacks, constructs, pipelines, drift detection, policy guardrails, rollback, and production evidence.

CNCF / Red Hat / Linux

Kubernetes, Ansible, and Linux

Build the operating-system and platform foundation behind production cloud environments.

Python / Analytics

Data Analytics with Python

Build job-ready analytics skills with Python, pandas, NumPy, statistics, data cleaning, exploratory analysis, dashboards, and business storytelling.

Big Data / Cloud Analytics

Big Data Analytics

Build practical big data analytics skills across distributed data processing, data lakes, warehouses, Spark, streaming, governance, and cloud analytics platforms.

BI / Visualization

Data Visualization and BI

Create trusted dashboards and visual analysis using chart selection, KPI design, storytelling, accessibility, and executive reporting patterns.

Security / Cloud

Cyber Security Engineer

Prepare for modern security roles covering IAM, network security, vulnerability management, monitoring, incident response, cloud security, and governance.

OWASP / Cloud Native / DevSecOps

DevSecOps and Application Security Engineer

Secure the software delivery lifecycle with OWASP, API security, threat modeling, SAST, DAST, SCA, IaC scanning, container security, SBOMs, signing, CI/CD gates, and release evidence.

DevOps / Cloud

DevOps Engineer

Master CI/CD, infrastructure as code, containers, observability, release strategies, automation, reliability, and cloud delivery practices.

SRE / OpenTelemetry / Cloud Operations

Site Reliability and Observability Engineer

Build reliability engineering skill with SLIs, SLOs, error budgets, OpenTelemetry, logs, metrics, traces, alerting, incident command, postmortems, capacity planning, chaos testing, and toil reduction.

Docker / OCI / Cloud Native

Docker Container Engineering

Learn Docker from first principles through production-ready container builds, Dockerfiles, Compose, networking, volumes, registries, security, CI/CD, observability, troubleshooting, and Kubernetes handoff evidence.

Linux / Ansible

Systems Operations and Ansible

Build operations skills across Linux administration, service management, patching, backups, automation, Ansible playbooks, and incident response.

Linux / Windows / Cloud Operations

Systems Management

Manage enterprise systems across identity, endpoints, servers, patching, monitoring, backups, configuration, inventory, automation, and operational governance.

SQL / NoSQL / Cloud Databases

Database Engineering

Build practical database skills across relational design, SQL, NoSQL, indexing, transactions, backup, replication, migration, performance tuning, and cloud managed databases.

Deep Learning / AI

Deep Learning Engineer

Learn neural networks, computer vision, NLP, transformers, embeddings, training loops, GPUs, evaluation, deployment, monitoring, safety, and responsible AI operations.

ML / MLOps

Machine Learning Engineer

Learn practical ML foundations, feature engineering, model training, evaluation, deployment, monitoring, governance, and MLOps workflows.

Math / Data Science

Mathematics for Data Science

Build the mathematical foundation behind analytics, statistics, machine learning, optimization, and AI model evaluation.

AI / Generative AI

AI Engineer

Prepare for AI engineering work across prompt design, retrieval augmented generation, vector search, evaluation, safety, governance, and AI application deployment.

Python / JavaScript / TypeScript / SQL / Go

Programming Languages for Tech Careers

Build practical programming foundations with the most in-demand compiled, scripting, and interpreted languages for data analytics, cloud engineering, DevOps, cybersecurity, AI, and full-stack software work.

Software Engineering / Agile / DevOps

Software Developer and Methodologies

Teach software development from beginner foundations to professional delivery: requirements, SDLC, Agile and Scrum, design, frontend, backend, APIs, databases, testing, secure coding, DevOps, documentation, collaboration, and portfolio evidence.

AWS / Azure / Google Cloud / Next.js / Node.js

Cloud Full-Stack Frontend and Backend Developer

Build complete cloud-based applications from requirements to production: frontend UI, backend APIs, authentication, databases, storage, serverless, containers, CI/CD, security, observability, scaling, and portfolio-ready deployment evidence.

UX / Web Design / SEO / Analytics / Digital Marketing

Web Designer and Digital Marketing

Teach learners to design, launch, measure, and improve professional websites and campaigns: UX/UI, responsive layouts, branding, content, SEO, analytics, conversion, social, email, paid ads, CMS/no-code tools, accessibility, and portfolio evidence.

Product Management / Data / AI

Data Product Manager

Build data product management capability across strategy, discovery, metrics, analytics requirements, AI opportunities, governance, experimentation, stakeholder alignment, and delivery evidence.

Digital Marketing / Data / IA

Marketing Digital Data and IA

Connect digital marketing execution with data, analytics, automation, and IA-assisted workflows across acquisition, conversion, lifecycle, experimentation, reporting, and responsible personalization.

No Code / Low Code / Automation / Product

Product Builder No Code

Teach learners to turn product ideas into validated no-code and low-code products with discovery, UX, data models, workflows, integrations, automation, payments, analytics, governance, and launch evidence.

MLOps / ML Engineering / Cloud AI

MLOps Engineer

Build production MLOps skills across dataset versioning, feature pipelines, experiment tracking, model registry, CI/CD, deployment, monitoring, drift detection, governance, cost, and safe rollback.

Compilers / Interpreters / Virtual Machines / Systems

Runtime and Compiler Engineering

Teach how programming languages become running software: lexical analysis, parsing, ASTs, interpreters, compilers, type systems, bytecode, virtual machines, JIT, memory management, garbage collection, linking, debugging, performance, packaging, and runtime operations.

Business Operations / HR / CRM / ERP / Management

Business Development, Management, HR, CRM, and Resource Planning

Teach business learners how organizations grow and operate: business development, management, HR, customer relationship management, resource planning, sales pipeline, finance basics, operations, procurement, reporting, compliance, and digital business systems.

AWS / Azure / Google Cloud / Open Source AI

Generative AI Cloud Engineer

Build cloud-native generative AI applications with RAG, vector databases, agents, evaluation, safety, cost controls, observability, and production deployment patterns.

AWS / Azure / Google Cloud / Snowflake

Cloud Data Engineer

Design cloud data platforms with ingestion, storage zones, Spark, streaming, warehouses, orchestration, data quality, governance, privacy, and cost controls.

Computer Science / Cloud Systems

Computer Science for Cloud Professionals

Learn the computer science behind production cloud systems: operating systems, networks, distributed systems, databases, algorithms, security, and performance.

Telecom / 5G / Cloud / Kubernetes

Telecom Cloud and 5G Engineer

Bridge telecommunications and cloud with 5G foundations, telco cloud, NFV, CNFs, private 5G, edge computing, SD-WAN, observability, and network automation.

AWS / Azure / Google Cloud / SIEM

Cloud Security Operations Engineer

Operate cloud security with Zero Trust, IAM attack paths, SIEM/SOAR, detection engineering, vulnerability response, secrets management, and incident runbooks.

Cisco / Python / Ansible / Terraform

Network Automation Engineer

Automate network operations with Python, APIs, NETCONF, RESTCONF, YANG, Ansible, Terraform, source control, testing, and observability.

Python / HPC / Cloud / Research Data

Scientific Computing on Cloud

Apply cloud and Python to scientific computing, simulation, HPC concepts, geospatial data, healthcare and bioinformatics pipelines, climate analytics, and research reproducibility.

IoT / Robotics / Edge / Cloud AI

IoT, Robotics, and Edge AI Engineer

Build connected-device and edge AI skills with MQTT, device identity, telemetry ingestion, digital twins, edge inference, robotics data, and industrial monitoring.

ITIL / PeopleCert / Service Management

ITIL Service Management

Learn current ITIL Foundation Version 5 and modern service management from first principles through products, services, value, practices, incidents, problems, changes, experience, sustainability, AI-enabled environments, governance, and practitioner-ready evidence.

CompTIA

CompTIA IT, Cloud, and Security Foundations

Prepare for vendor-neutral CompTIA certifications with practical IT support, networking, cloud, Linux, security, operations, troubleshooting, and evidence-led career readiness.

Daskerel Digital School

Applied Computing and Responsible AI Foundations

Build computer-science, software, data, and responsible-AI foundations through tested code, synthetic datasets, model evaluation, and an evidence-led digital product.

Daskerel Simulation School

Digital Electronics and IoT Foundations

Learn circuit reasoning, digital logic, embedded control, sensors, IoT communication, and verification entirely through clearly labelled simulation.

Daskerel Engineering Simulation School

Digital Mechanical Systems Foundations

Develop mechanical reasoning, CAD, manufacturing, reliability, and maintenance evidence through bounded digital models and design reviews.

Daskerel Sustainable Systems School

Sustainable Built Environment, Energy, and Mobility Foundations

Explore built systems, energy demand, renewables, mobility, lifecycle impact, and infrastructure resilience using transparent digital assumptions.

Daskerel Physical Sciences School

Computational Physics and Measurement Foundations

Connect mathematics, physics, measurement, uncertainty, and scientific computing through reproducible simulations and careful model validation.

Daskerel Biological Sciences School

Computational Biology Foundations

Learn biological reasoning, sequence analysis, statistics, reproducibility, and ethics through public non-identifiable or synthetic digital evidence.

Daskerel Mathematical Sciences School

Mathematical Sciences Pathway

Progress from college mathematics through undergraduate proof, analysis, probability, optimisation, and postgraduate mathematical research.

Daskerel Chemistry and Materials School

Chemistry and Materials Science Pathway

Study chemical structure, reactions, analysis, materials behaviour, simulation, sustainability, and postgraduate digital research without physical laboratory exposure.

Daskerel Civil and Structural School

Civil and Structural Engineering Pathway

Progress through civil systems, structural analysis, geotechnics, water, transport, BIM, resilience, and postgraduate infrastructure research.

Daskerel Electrical and Power School

Electrical and Power Engineering Pathway

Develop electrical, machines, power electronics, grids, protection, renewable integration, and postgraduate power-systems research through simulation.

Daskerel Mobility Engineering School

Aerospace and Automotive Engineering Pathway

Study vehicle and aircraft mechanics, structures, aerodynamics, propulsion, control, electrification, safety, and postgraduate mobility research digitally.

Daskerel Environmental and Earth School

Environmental and Earth Sciences Pathway

Progress through Earth systems, climate, geology, water, ecology, GIS, hazards, environmental decisions, and postgraduate research using public data.

Daskerel Robotics and Mechatronics School

Robotics and Mechatronics Pathway

Integrate mechanics, electronics, embedded software, sensing, control, autonomy, safety, and postgraduate robotics research in simulation.

Daskerel Data and Statistics School

Data Science and Statistics Pathway

Progress from data literacy through inference, statistical learning, causal and Bayesian methods, production analytics, and postgraduate research.

Daskerel Business and Management School

Business, Management and Entrepreneurship Pathway

Progress from business foundations through operations, strategy, leadership, entrepreneurship, responsible growth, and postgraduate management research.

Daskerel Law and Compliance School

Law, Regulation and Compliance Pathway

Study UK legal foundations, commercial and technology law, governance, compliance, regulatory reasoning, and postgraduate legal research.

Daskerel Economics and Finance School

Economics, Finance and Accounting Pathway

Progress from economics and bookkeeping through reporting, management accounting, corporate finance, taxation foundations, econometrics, governance, and research.

Daskerel Cybersecurity and Digital Trust School

Cybersecurity, Digital Trust and Forensics Pathway

Develop defensive security, incident response, digital forensics, secure architecture, governance, privacy, resilience, and postgraduate cyber research.

Daskerel Product and Operations School

Product, Project and Operations Management Pathway

Progress from scope, users, process, and planning through product discovery, delivery, operations, portfolios, transformation, and postgraduate decision science.

Daskerel Education and Workforce School

Education and Workforce Development Pathway

Study learning, inclusion, curriculum, assessment, coaching, technology, quality, workforce strategy, leadership, and postgraduate education research.