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AI & Machine Learning Engineer

Build, train and deploy machine learning models and generative AI applications.

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BeginnerStart here. No experience needed.11

AWS Educate Introduction to Generative AI (Training Badge)AWS Training and CertificationYou learn the core concepts behind generative AI, how to define foundation models, and how to talk through real world generative AI use cases, then pass a post course assessment to earn the AWS training badge on Credly.CertificateFreeSelf paced Become an Agentblazer Champion 2026 (Trailhead trail)Salesforce TrailheadOver about 11 hours of free modules you learn AI, generative AI and LLM basics, write prompts with Prompt Builder, see how the Trust Layer protects data, and assemble a service agent in Agentforce Builder.CertificateFree to learn10 hrs Databricks AI Agent Fundamentals (Accreditation)Databricks Academy and CertificationIn a 20 question quiz you show you understand what AI agents are, how enterprises use them, and how to build and deploy them with Databricks Mosaic AI and Agent Bricks, earning a badge.CertificateFree to learn30 min Databricks Generative AI Fundamentals (Accreditation)Databricks Academy and CertificationCovers core generative AI and LLM concepts, finding high value use cases, governance and trust, AI agents, and implementing gen AI on Databricks.CertificateFree to learn1 hr Introduction to Generative AI (Google Skills course with badge)Google Cloud Certification and Google SkillsIn about 45 minutes you learn what generative AI is, how people use it, how it differs from traditional machine learning, and which Google tools you can use to build your own gen AI apps, then earn a badge.CertificateFree to learn45 min Microsoft Certified: Azure AI Fundamentals (Exam AI 901)Microsoft Learn / Microsoft CredentialsYou learn the principles of responsible AI and how common AI workloads work, then use Microsoft Foundry to deploy models, write prompts, build a simple agent, and add text, speech, vision and information extraction to lightweight apps.CertificationPrice not published IBM AI Engineering Professional Certificate (Coursera)IBM (Professional Certificates on Coursera)You build supervised and unsupervised models with scikit learn, train neural networks in Keras, TensorFlow and PyTorch, then fine tune transformer language models and build RAG apps with LangChain across 13 courses and a capstone.CertificatePrice not published4 months IBM RAG and Agentic AI Professional Certificate (Coursera)IBM (Professional Certificates on Coursera)Across ten courses you build RAG apps with LangChain, LlamaIndex, FAISS and ChromaDB, create multimodal apps, develop agents with LangGraph, CrewAI, AutoGen and BeeAI, build MCP servers and clients, and finish with a capstone system.CertificatePrice not published8 weeks Free Udemy AI courses with your library card (Gale Presents: Udemy)Gale (part of Cengage)Through your library you can take over 10,000 on demand Udemy video courses in 75 categories, including technology topics like cloud computing and AWS certification prep, with no time limit, downloadable workbooks and a certificate when you finish.TrainingFree if eligible Onward to Opportunity (O2O) IT Artificial Intelligence trackD'Aniello Institute for Veterans and Military Families (IVMF), Syracuse UniversityIVMF's O2O IT Artificial Intelligence specialization prepares military connected learners for the AWS Certified AI Practitioner (AIF C01) and Microsoft Azure AI Fundamentals (AI 900) exams.TrainingFree if eligibleSelf paced VET TEC 2.0 High Technology Program (VA funding for tech training)U.S. Department of Veterans AffairsVA pays your tuition and fees, plus a housing allowance and book money, for approved non college degree certificate training in computer programming, software, data processing, information sciences or media application. VA does not name AI, so check course approval.TrainingVaries

IntermediateBuild on the basics. Some experience or a first certificate helps.14

Google Cloud Certified Generative AI LeaderGoogle Cloud Certification and Google SkillsYou learn how foundation models like Gemini, Imagen and Veo work, which Google Cloud offerings fit which business need, how grounding, RAG and prompting improve output, and how to plan secure, responsible gen AI projects.Certification$9990 min AWS Certified AI Practitioner (AIF C01)AWS Training and CertificationYou learn the core ideas behind AI, machine learning and generative AI on AWS, how foundation models are applied to business problems, and how to use these services responsibly and securely. Afterward you can pick the right AI approach for a use case.Certification$10090 min Salesforce Certified Agentforce SpecialistSalesforce TrailheadYou prove you can build Agentforce agents with topics, actions and Agent Script, write grounded prompt templates in Prompt Builder, use Data 360 retrievers, test in Testing Center, and deploy and monitor agents across channels like Slack and voice.Certification$100 NVIDIA Certified Associate: Generative AI LLMs (NCA GENL)NVIDIA Certification and Deep Learning InstituteYou show entry level skill with LLM applications: building RAG pipelines, chatbots and summarizers, creating text embeddings, writing prompts, running experiments to evaluate models, and using Python packages such as spaCy, NumPy and Keras.Certification$1251 hr NVIDIA Certified Associate: Generative AI Multimodal (NCA GENM)NVIDIA Certification and Deep Learning InstituteYou learn to plan and evaluate experiments on multimodal generative models, curate text, image, audio and other data, use text to image models and NVIDIA SDKs, and tune models for accuracy and efficiency.Certification$1251 hr AWS Certified Machine Learning Engineer, Associate (MLA C01 / updated MLA C02)AWS Training and CertificationYou learn to prepare data for machine learning, develop and train models, deploy and orchestrate ML workflows on AWS, and then monitor, maintain and secure those solutions in production.Certification$150130 min Microsoft Certified: Azure AI Apps and Agents Developer Associate (Exam AI 103)Microsoft Learn / Microsoft CredentialsYou prove you can plan, build and deploy AI solutions and agents with Microsoft Foundry using Python, covering generative and agentic apps, computer vision, text analysis and extracting information from content on Azure.Certification$165120 min Databricks Certified Generative AI Engineer AssociateDatabricks Academy and CertificationYou prove you can design and ship LLM applications on Databricks, preparing data, building RAG apps and chains with AI Search, deploying through Model Serving, tracking with MLflow, and governing data with Unity Catalog.Certification$20090 min Databricks Certified Machine Learning AssociateDatabricks Academy and CertificationYou show you can do core machine learning on Databricks, exploring data and engineering features, training, tuning and evaluating models with AutoML and MLflow, managing assets in Unity Catalog, and deploying the best model.Certification$20090 min Google Cloud Certified Professional Machine Learning EngineerGoogle Cloud Certification and Google SkillsYou show you can build ML on Google Cloud end to end: low code models in BigQuery ML and AutoML, custom training on Vertex AI, serving through endpoints, automated pipelines with Vertex AI Pipelines, and monitoring for skew and drift.Certification$2002 hrs NVIDIA Certified Professional: Agentic AI (NCP AAI)NVIDIA Certification and Deep Learning InstituteYou show you can design and build agentic AI systems with multiple agents, add planning and memory, connect knowledge sources, evaluate and tune agents, and deploy and scale them on the NVIDIA platform with human oversight.Certification$200120 min NVIDIA Certified Professional: Generative AI LLMs (NCP GENL)NVIDIA Certification and Deep Learning InstituteYou prove you can design, train and fine tune LLMs using distributed training, optimize them with GPU acceleration, then deploy, evaluate and monitor them in production with attention to safety and compliance.Certification$200120 min AWS Certified Generative AI Developer, Professional (AIP C01)AWS Training and CertificationYou learn to integrate foundation models into applications on AWS, build RAG and agentic solutions with vector stores and knowledge bases, apply prompt engineering, and secure, test and tune GenAI apps for cost and performance.Certification$300180 min AI Associate Registered Apprenticeship (Apprenti)ApprentiOver about a year of four virtual 10 week sessions, you learn to use AI tools ethically and securely in your current job through instructor led seminars, one on one mentorship and personalized projects, earning a certificate from the NC State University AI Academy.TrainingVaries240 hrs

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