Topics Tagged: aws azure architect responsibilities
Explore content across professions related to "aws azure architect responsibilities".
What certifications help Cloud Architects grow their career?
What certifications help Cloud architects grow their career? Certifications are a powerful way for Cloud architects to demonstrate technical expertise, validate specialized knowledge, and stay competitive in a rapidly evolving industry. As businesses migrate to cloud platforms and demand scalable, secure infrastructure, certified Cloud architects are increasingly sought after.
How to transition into a Cloud Architect role from another tech job
How to transition into a Cloud architect role from another tech job Transitioning into a Cloud architect role from another technical position — such as software development, system administration, DevOps, or network engineering — is both achievable and rewarding. By leveraging your existing skills and building new expertise in cloud platforms and architecture principles, you can successfully shift into this high-impact role.
What makes a great Cloud Architect resume stand out?
What makes a great Cloud architect resume stand out? A standout Cloud architect resume is more than a list of certifications or cloud provider logos — it tells a compelling story about how you've designed scalable, secure, and efficient cloud solutions that drive real business value. Whether you're targeting roles in startups or enterprises, your resume should highlight technical leadership, architectural impact, and measurable results.
Top data tools every Cloud Architect should master
Top data tools every Cloud architect should master Cloud architects are responsible for designing and managing scalable, reliable, and secure cloud infrastructure. Mastering these tools helps Cloud architects make data-driven decisions, respond to system demands, and continuously improve architecture in complex cloud environments.
What programming languages should a Cloud Architect know?
What programming languages should a Cloud architect know? Cloud architects are responsible for designing, implementing, and maintaining cloud solutions that support business operations, scalability, and security. While they may not be writing code daily like developers, Cloud architects must have a strong understanding of programming and scripting languages to design infrastructure, automate tasks, and guide development teams effectively.
Remote work tips for successful Cloud Architects
Remote work tips for successful Cloud architects Cloud architects are uniquely equipped to work remotely, thanks to the cloud-native tools and platforms they design every day. Whether you're supporting global teams or leading large-scale architecture from your home office, these remote work tips will help you stay efficient, collaborative, and impactful.
What certifications help API Developers grow their career?
Whether you're aiming to specialize in cloud-native APIs, boost your security knowledge, or improve your architectural capabilities, here are the most valuable certifications to help API Developers grow their careers. Microsoft Certified: azure Developer Associate (AZ-204) Ideal for: API Developers building and deploying APIs within the azure cloud ecosystem.
Common challenges faced by Cloud Architects in agile teams
Common challenges faced by Cloud architects in agile teams Cloud architects play a critical role in designing and maintaining infrastructure that supports rapid development, scalability, and security. While agile focuses on quick iterations and continuous delivery, cloud architecture often requires upfront planning, standardization, and governance.
What certifications help Cloud Support Engineers grow their career?
aws Certified SysOps Administrator ? Associate Best for: Cloud Support Engineers working in aws environments Validates skills in deployment, management, and operations in aws Focuses on monitoring, automation, and troubleshooting of aws-based systems Covers IAM, networking, storage, logging, and cost control This is one of the most relevant aws certifications for hands-on support roles and cloud administrators. Microsoft Certified: azure Administrator Associate Best for: Professionals working with Microsoft azure Focuses on implementing, managing, and monitoring identity, governance, storage, and compute in azure Includes configuration of virtual networks and support for hybrid environments Highly recommended for support engineers in azure-centric organizations This certification helps validate real-world azure management and troubleshooting expertise.
Top data tools every Cloud Support Engineer should master
Whether you’re working in aws, azure, or Google Cloud, having a solid grasp of these tools is critical for success. Cloud Support Engineers should be fluent in: Amazon CloudWatch / aws CloudTrail: Monitor resource utilization, log events, and set up alarms in aws azure Monitor / azure Log Analytics: Track metrics, collect logs, and visualize performance for azure workloads Google Cloud Operations Suite (formerly Stackdriver): Provides logging, tracing, and monitoring for GCP services These tools help identify trends, debug errors, and maintain visibility into cloud resources.
How to transition into a Cloud Support Engineer role from another tech job
By leveraging your existing knowledge and filling in cloud-specific gaps, you can confidently shift into this high-impact career path and support modern, scalable infrastructure across aws, azure, GCP, and more. Focus on: Compute: EC2, azure VM, GCE (Google Compute Engine) Storage: S3, azure Blob, Google Cloud Storage Networking: VPCs, subnets, gateways, security groups Monitoring: CloudWatch, azure Monitor, Stackdriver (GCP) Free tiers from aws, azure, and GCP provide hands-on labs for experimentation and learning.
What certifications help DevOps Engineers grow their career?
aws Certified DevOps Engineer ? Professional Offered by Amazon Web Services, this certification is ideal for DevOps professionals working with aws infrastructure. Focuses on CI/CD, infrastructure as code (IaC), monitoring, and security Covers tools like aws CodePipeline, CloudFormation, and CloudWatch Highly respected for cloud-native DevOps practices Best for mid to senior-level engineers already familiar with aws services.
What certifications help Machine Learning Engineers grow their career?
Microsoft Certified: azure AI Engineer Associate The azure AI Engineer Associate certification is for professionals looking to showcase their skills in AI and machine learning using Microsoft azure. Covers areas like implementing AI solutions, integrating AI models into apps, and managing machine learning workflows in azure Focuses on tools like azure Machine Learning, Cognitive Services, and Bot Services Best for those working with Microsoft azure cloud services and developing AI-powered applications azure is a popular cloud platform, and this certification helps demonstrate practical, hands-on skills for working with AI solutions on the azure cloud.
What a typical day looks like for a Cloud Architect
What a typical day looks like for a Cloud architect Cloud architects are responsible for designing, implementing, and optimizing cloud infrastructure to support secure, scalable, and efficient systems. Whether working for a tech startup or a large enterprise, Cloud architects play a pivotal role in ensuring cloud environments meet both business and technical needs.
Top data tools every API Developer should master
aws CloudWatch / azure Monitor / GCP Operations If your APIs are deployed in the cloud, native monitoring tools like aws CloudWatch, azure Monitor, or Google Cloud Operations are indispensable. Conclusion: The Tools Behind API Excellence API Developers are more than coders—they are system integrators, data architects, and performance analysts.
What certifications help ETL Developers grow their career?
Microsoft Certified: azure Data Engineer Associate Ideal for: ETL Developers working in or transitioning to Microsoft azure environments. Covers data ingestion, transformation, and integration using azure Data Factory, azure Synapse Analytics, and Databricks Includes concepts like partitioning, data lake optimization, and pipeline orchestration Validates proficiency in designing and implementing data workflows in the azure cloud This is one of the most comprehensive certifications for ETL and data engineering in azure.
What certifications help AI Engineers grow their career?
Microsoft Certified: azure AI Engineer Associate For AI Engineers working in cloud environments, the Microsoft Certified: azure AI Engineer Associate certification is an excellent choice. It focuses on building, managing, and deploying AI solutions using Microsoft azure tools.
What certifications help Site Reliability Engineers grow their career?
Why Certifications Matter for SREs Certifications can help SREs in several ways: Provide structured learning paths in areas like cloud architecture, automation, and observability Signal credibility and readiness to hiring managers and employers Bridge knowledge gaps for professionals transitioning from software development, DevOps, or system administration Meet requirements for government or enterprise-level contracts While hands-on experience is still the most important asset, certifications enhance your profile and can open doors to more advanced roles. aws Certified DevOps Engineer ? Professional For SREs operating in aws, this certification validates your ability to implement automation, monitoring, and security across large-scale infrastructures.
What certifications help Web Developers grow their career?
Microsoft Certified: azure Developer Associate For developers working with cloud-based web applications, this certification from Microsoft provides validation of your skills in azure services. Includes azure App Services, functions, and RESTful APIs Great for full-stack and enterprise web developers Supports career growth in DevOps and cloud-native architecture 5.
Best industries hiring Network Engineers in 2025
From cloud architecture to secure connectivity, businesses rely on skilled networking professionals to build and manage reliable infrastructure. Cloud Services and SaaS Providers Cloud-first companies require sophisticated networking to deliver scalable, low-latency services: Designing VPCs and hybrid network topologies Implementing multi-cloud routing, Direct Connect, or VPN solutions Integrating networking with Kubernetes and container platforms Top employers: aws, Microsoft azure, Google Cloud, and SaaS unicorns 2.
What makes a great ETL Developer resume stand out?
Showcase Technical Skills Strategically Start with a clean, well-organized skills section that highlights your ETL expertise: Languages: SQL, Python, Shell Scripting, Java, Scala ETL Tools: Apache Airflow, Talend, Informatica, aws Glue, azure Data Factory Data Warehousing: Snowflake, BigQuery, Redshift, SQL Server Orchestration & Pipelines: dbt, Luigi, Apache Nifi Cloud Platforms: aws, azure, Google Cloud Tailor this section for each job application by prioritizing the skills listed in the job description. ” “Migrated 100+ ETL jobs from legacy SSIS to aws Glue, reducing infrastructure cost by 40%.
What certifications help System Administrators grow their career?
It includes configuration, management, and monitoring using tools like Active Directory, PowerShell, and azure Arc. aws Certified SysOps Administrator ? Associate As organizations shift to cloud infrastructure, this certification helps System Administrators demonstrate their ability to deploy, manage, and operate workloads on Amazon Web Services.
What programming languages should a Cloud Support Engineer know?
Automate tasks such as instance provisioning, log parsing, and alert configuration Use cloud-specific libraries like Boto3 (aws) or google-cloud-python (GCP) Build internal tools and scripts for troubleshooting and infrastructure operations Its readability and extensive library ecosystem make Python an ideal first choice. PowerShell For Cloud Support Engineers working with Microsoft azure or Windows-based environments, PowerShell is a must-have skill: Automate tasks such as resource deployment, policy management, and user permissions Use azure PowerShell modules for interacting with the azure Resource Manager (ARM) Manage Windows-based virtual machines and Active Directory in cloud environments PowerShell is the scripting backbone of Windows cloud operations.
How to transition into a System Administrator role from another tech job
Evaluate your current responsibilities and highlight skills that are directly relevant, such as: Working with operating systems like Windows or Linux Basic scripting or automation using Bash, PowerShell, or Python Managing user accounts or group policies Troubleshooting network or system issues Providing technical support or documentation These foundational skills serve as a strong springboard into more advanced system admin duties. Build Your Knowledge of Core SysAdmin Concepts To step confidently into a System Administrator role, focus on mastering the following areas: Server administration (Linux and Windows) Virtualization tools like VMware or Hyper-V Networking fundamentals (DNS, DHCP, TCP/IP) Cloud platforms (aws, azure, GCP) Backup and disaster recovery procedures Monitoring and log analysis There are countless free and affordable online resources—such as Coursera, Pluralsight, and YouTube—that offer targeted courses and labs in these areas.
What certifications help Database Administrators grow their career?
As data systems become more complex and organizations move toward hybrid and cloud architectures, certifications are becoming a key differentiator for DBAs who want to advance their careers. Earning the right certifications not only validates your skills but also opens doors to higher-paying jobs, leadership opportunities, and specialized roles in cloud, security, or data architecture.
What certifications help Software Engineers grow their career?
Microsoft Certified: azure Developer Associate: A great choice for engineers working in cloud environments, this certification demonstrates proficiency in azure-based development, deployment, and maintenance. aws Certified Developer ? Associate: Ideal for engineers building cloud-native applications on aws.
What certifications help Full Stack Developers grow their career?
Microsoft Certified: azure Developer Associate This certification is beneficial for Full Stack Developers working in cloud-based environments using Microsoft technologies. It focuses on: Developing azure-based applications Integrating cloud services into full stack apps Implementing secure and scalable APIs Ideal for those working with ASP.
What makes a great Cloud Support Engineer resume stand out?
Example: “Cloud Support Engineer with 5+ years of experience managing aws and azure infrastructure, automating deployments with Terraform, and reducing incident resolution time by 40% through enhanced monitoring systems. Highlight them prominently: aws Certified SysOps Administrator ? Associate Microsoft azure Administrator Associate Google Associate Cloud Engineer Terraform Associate or Kubernetes (CKA/CKAD) Include relevant tooling and skills in a “Technical Skills” section, grouped by category: Cloud Platforms: aws, azure, GCP Scripting & IaC: Python, Bash, PowerShell, Terraform, CloudFormation Monitoring & Logging: CloudWatch, Stackdriver, Prometheus, ELK DevOps Tools: Jenkins, GitHub Actions, Docker, Kubernetes 3.
What makes a great System Administrator resume stand out?
Include a clearly organized “Technical Skills” section, categorized by type: Operating Systems: Linux (Ubuntu, CentOS), Windows Server Virtualization: VMware, Hyper-V, KVM Cloud: aws, azure, Google Cloud Platform Automation & Scripting: Bash, PowerShell, Python Monitoring Tools: Nagios, Prometheus, Grafana Security: Firewalls, MFA, patch management Tailor your skills list to match the job description you're applying for. CompTIA Linux+, Server+ Red Hat Certified System Administrator (RHCSA) Microsoft Certified: azure Administrator Associate aws Certified SysOps Administrator ? Associate VMware Certified Professional (VCP) 4.
What a typical day looks like for a ETL Developer
What a typical day looks like for a ETL Developer ETL Developers are the architects of data flow, ensuring that information moves efficiently and accurately from source systems to target platforms. While the tools and environments may vary—from cloud-based warehouses to traditional data centers—the core responsibilities remain the same: build, maintain, and optimize ETL pipelines.
What makes a great DevOps Engineer resume stand out?
Example: “Detail-oriented DevOps Engineer with 6+ years of experience automating CI/CD pipelines, managing cloud infrastructure, and enabling scalable deployments in aws and Kubernetes environments. Cloud Platforms: aws, azure, Google Cloud Platform (GCP) Infrastructure as Code: Terraform, CloudFormation, Ansible Containers & Orchestration: Docker, Kubernetes, Helm CI/CD Tools: Jenkins, GitLab CI, GitHub Actions Monitoring & Logging: Prometheus, Grafana, ELK Stack, Datadog Scripting: Bash, Python, YAML, Groovy Tailor this section to reflect the requirements listed in the job description.
How to transition into a DevOps Engineer role from another tech job
Identify Transferable Skills Many core skills from other tech roles map directly to DevOps responsibilities: Developers: Strong scripting and coding knowledge for building CI/CD pipelines and automation tools SysAdmins: Familiarity with servers, networking, and shell scripting for infrastructure management QA/Testers: Knowledge of testing frameworks and release processes that align well with CI/CD practices IT Support: Experience troubleshooting, managing users, and documenting processes Recognizing and building on these strengths helps you transition more smoothly into DevOps workflows. Focus on learning: CI/CD Tools: Jenkins, GitLab CI, GitHub Actions Infrastructure as Code: Terraform, CloudFormation, Ansible Containers: Docker, Kubernetes Monitoring & Logging: Prometheus, Grafana, ELK Stack, Datadog Cloud Platforms: aws, azure, GCP Use labs, online courses, or sandbox environments to gain hands-on experience.
What certifications help Help Desk Technicians grow their career?
HDI Customer Service Representative Specialized in help desk support and user communication skills Useful for improving soft skills and service professionalism Cloud and Automation Certifications To stay ahead in evolving IT roles, many Help Desk Technicians are learning cloud platforms and scripting: Microsoft Certified: azure Fundamentals ? For those supporting cloud infrastructure and applications aws Certified Cloud Practitioner ? An introduction to Amazon Web Services and cloud operations Introduction to PowerShell ? Not always a formal certification, but highly recommended for automation and scripting tasks Choosing the Right Certification Path Your ideal certification path depends on your current experience and career goals: Beginner: Start with CompTIA A+ or Google IT Support Advancing in support: Add Network+, Security+, or ITIL Foundation Shifting to admin or cloud roles: Consider azure, aws, and PowerShell courses Talk to mentors, review job descriptions, and align certifications with the direction you want to grow in.
What makes a great Database Administrator resume stand out?
Consider breaking them into categories: Databases: SQL Server, Oracle, PostgreSQL, MySQL, MongoDB Tools: SSMS, SQL Developer, pgAdmin, Redgate, RMAN Scripting: T-SQL, PL/SQL, Bash, PowerShell, Python Cloud: aws RDS, azure SQL, Google Cloud SQL Monitoring: SolarWinds, Zabbix, Prometheus, Grafana Tailor this section to the technologies listed in the job description you're applying for. List relevant credentials such as: Microsoft Certified: azure Database Administrator Associate Oracle Certified Professional (OCP) aws Certified Database ? Specialty PostgreSQL Certified Professional (EDB) CompTIA Data+ Position certifications prominently if you’re early in your career or transitioning from another IT role.
Best industries hiring Database Administrators in 2025
DBAs in this space contribute to: Cloud-native database management (aws, azure, GCP) Data warehousing and stream processing Integrating DevOps workflows and automation This industry provides exposure to modern tools and often allows DBAs to transition into roles like Site Reliability Engineer (SRE) or Cloud architect.
Top data tools every IT Auditor should master
azure AD / aws IAM / Okta: Used to audit cloud user permissions, role assignments, and authentication logs SailPoint / One Identity: Enterprise IAM platforms with segregation of duties (SoD) analysis and provisioning review tools Access Review tools: Automate recertification and user entitlement reporting IT Auditors leverage these tools to validate least-privilege access, multi-factor authentication, and account lifecycle controls. Common tools include: Cloud Security Posture Management (CSPM) tools: Wiz, Prisma Cloud, or aws Security Hub Terraform / CloudFormation: Used to audit infrastructure configurations as code CloudTrail (aws) / Audit Logs (GCP/azure): Native audit logs for monitoring changes and access events Mastering these tools ensures compliance across cloud-native systems and hybrid environments.
Remote work opportunities for Robotics Engineers in 2025
System architect or Designer ? Responsible for designing overall robotic systems, including modular components and communication frameworks. Knowledge of cloud robotics platforms such as aws RoboMaker or Microsoft azure Robotics.
How to transition into a Machine Learning Engineer role from another tech job
Model Deployment Tools: Learn tools such as Docker, Kubernetes, and cloud platforms (aws, GCP, azure) to deploy machine learning models in real-world environments. aws Certified Machine Learning ? Specialty: Focuses on using aws tools for developing machine learning models and deploying them to production.
What certifications help Product Manager (Tech)s grow their career?
aws Certified Cloud Practitioner (or Solutions architect ? Associate) Offered by: Amazon Web Services (aws) For PMs building cloud-native products, aws certifications validate your understanding of: Core aws services and architecture Security, scalability, and deployment considerations Infrastructure trade-offs for technical planning This certification helps technical PMs speak confidently with engineers and make architecture-aware product decisions. For Technical Product Managers, combining strategy-focused credentials (like CSPO or PMC) with technically inclined ones (like aws or SAFe POPM) ensures well-rounded professional development.
Remote work tips for successful Database Administrators
Key tools include: Database Monitoring: SolarWinds DPA, Redgate SQL Monitor, Prometheus + Grafana Remote Access: Secure SSH, RDP via VPN, cloud-based database consoles (aws RDS, azure SQL) Alerting Systems: PagerDuty, Opsgenie, or built-in email/SMS alerts Ensure monitoring dashboards are always accessible and configured to send real-time alerts on resource usage, failures, and slow queries. Continue Professional Development Remote work frees up commute time—invest it in growth: Earn certifications like aws Database Specialty, azure Database Admin Associate Practice with sandbox environments or open-source projects Join DBA communities, webinars, or online meetups Staying sharp keeps you competitive and prepared for evolving database technologies.
Remote work tips for successful Penetration Testers
Install a local hypervisor or use a secure cloud-based lab such as aws or azure with strict IAM controls. Popular tools for remote Penetration Testers include: Cloud Labs: aws, azure, TryHackMe, Hack The Box VPN & Secure Tunnels: OpenVPN, WireGuard, SSH tunneling Collaboration: Slack, Mattermost, JIRA, GitLab Remote Access: Remote Desktop, VNC (over VPN), or Bastion Hosts Ensure that these tools are authorized, updated, and compliant with your organization’s security policies.
What makes a great AI Engineer resume stand out?
Break your skills down into relevant categories: Programming Languages: Python, R, Java, C++, SQL Machine Learning Libraries: TensorFlow, PyTorch, scikit-learn, Keras Data Tools: Pandas, NumPy, Apache Spark, Hadoop Cloud Platforms: aws, Google Cloud, azure Deployment Tools: Docker, Kubernetes, MLflow Ensure that you’re listing the tools and languages mentioned in the job description to tailor your resume to the specific role. Used TensorFlow for building the model and deployed it using aws Lambda for real-time recommendations.
How to transition into a Site Reliability Engineer role from another tech job
The SRE field offers high-impact responsibilities, competitive salaries, and opportunities to solve complex infrastructure challenges. Become fluent with the following tools: Infrastructure as Code: Terraform, Ansible, Pulumi Containers and Orchestration: Docker, Kubernetes, Helm Monitoring and Observability: Prometheus, Grafana, ELK Stack, Datadog CI/CD Pipelines: Jenkins, GitHub Actions, ArgoCD Cloud Platforms: aws, GCP, or azure (start with free tiers) Try building a home lab using these tools or contribute to open-source projects that use them.
What makes a great Machine Learning Engineer resume stand out?
Group your skills by category to make them easy to digest: Programming Languages: Python, R, Java, C++ Machine Learning Frameworks: TensorFlow, PyTorch, scikit-learn, Keras Data Tools: Pandas, NumPy, Apache Spark, SQL Cloud Platforms: aws, azure, Google Cloud Platform Model Deployment: Docker, Kubernetes, MLflow, TensorFlow Serving Be sure to list the tools that are specifically mentioned in the job description to align with the employer’s needs. Include both formal education and certifications: Machine Learning Specialization (Coursera ? Andrew Ng) Google Professional Machine Learning Engineer aws Certified Machine Learning ? Specialty Microsoft Certified: azure AI Engineer Associate Don’t forget to include your formal education (e.
What makes a great IT Auditor resume stand out?
List them prominently near the top or in a dedicated “Certifications” section: CISA (Certified Information Systems Auditor) CRISC (Certified in Risk and Information Systems Control) CISM (Certified Information Security Manager) ISO/IEC 27001 Lead Auditor CompTIA Security+, aws Security ? Specialty (if applicable) Include “In Progress” certifications to show initiative, if applicable. Emphasize Technical Skills and Tools Include a “Technical Skills” section that demonstrates your experience with audit-relevant tools: Audit & GRC Platforms: ServiceNow GRC, RSA Archer, AuditBoard SIEM & Logging Tools: Splunk, ELK Stack, Graylog Scripting & Querying: SQL, Python, PowerShell IAM & Cloud Tools: aws IAM, azure AD, Okta, GCP Audit Logs Compliance Frameworks: SOX, NIST, HIPAA, PCI-DSS, ISO 27001 This section should align with both technical environments and regulatory domains you've audited.
What makes a great Site Reliability Engineer resume stand out?
Prioritize skills in these categories: Languages: Python, Go, Bash, YAML Infrastructure: Kubernetes, Docker, Terraform, Ansible Cloud Platforms: aws, GCP, azure Monitoring & Observability: Prometheus, Grafana, ELK Stack, Datadog CI/CD & Automation: Jenkins, GitLab CI, ArgoCD, Spinnaker Only include tools you’ve worked with hands-on, and be prepared to talk through examples in interviews. Quantify your results wherever possible: Reduced incident response time by 45% by implementing structured alerting and playbooks Led migration from on-prem to aws, improving scalability and reducing costs by 30% Built internal tooling in Go to automate service deployment across Kubernetes clusters Maintained 99.
Top data tools every Database Administrator should master
Cloud Database Management Tools As more organizations shift to cloud platforms, DBAs must also master tools provided by cloud vendors: Amazon RDS and CloudWatch for aws-based databases azure SQL Database and Monitor for Microsoft azure environments Google Cloud SQL and Operations Suite These tools provide visibility, scaling, and security features tailored to cloud-based database operations.
What makes a great Product Manager (Tech) resume stand out?
Focus on Measurable Impact in Work Experience Structure your experience in reverse-chronological order and highlight specific results, not just responsibilities: “Led a cross-functional team of 12 to launch a new analytics dashboard, increasing customer retention by 18%. List relevant credentials such as: Certified Scrum Product Owner (CSPO) aws Cloud Practitioner or Solutions architect Product School or Pragmatic Institute certificates Include your degree and any relevant coursework for technical understanding (e.
How does a Cloud Architect contribute to product development?
How does a Cloud architect contribute to product development? Cloud architects play a pivotal role in product development by designing the backbone infrastructure that supports modern applications. With expertise in cloud platforms, DevOps practices, and system architecture, Cloud architects bridge the gap between technical implementation and business goals, driving innovation from the ground up.
How to transition into a AI Engineer role from another tech job
aws Certified Machine Learning ? Specialty: Focuses on building and deploying machine learning models on aws infrastructure. Microsoft Certified: azure AI Engineer Associate: Focuses on using azure tools to build AI solutions and deploy machine learning models.
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