AI & Machine Learning careers
AI and machine learning roles build systems that learn from data: chat assistants, recommendation engines, vision systems and the tools that keep them reliable.
Ideal if you're excited by AI, enjoy experimenting, and are willing to build strong programming and math foundations.
9 roles in ai & machine learning
Machine Learning Engineer
Builds, trains and deploys machine learning models into real products.
Python · ML frameworks (PyTorch) · Model deploymentAI Engineer
Builds products on top of AI models: assistants, agents and AI features.
LLM APIs · Prompting & evals · Retrieval (RAG)AI Research Scientist
Advances the state of the art in AI through experiments and papers.
Linear algebra & calculus · Deep learning · Research methodsNLP Engineer
Builds systems that understand and generate human language.
Python · Transformers · Text processingComputer Vision Engineer
Builds systems that understand images and video.
Python · OpenCV · CNNs & vision modelsMLOps Engineer
Builds the infrastructure to train, deploy and monitor ML models at scale.
Docker & Kubernetes · CI/CD · Model monitoringPrompt Engineer
Designs and tests the instructions and workflows that get reliable results from AI models.
Prompt design · Evaluation · Domain knowledgeAI Product Specialist
Helps teams and customers apply AI products effectively.
AI literacy · Product thinking · CommunicationData Labeling / AI Training Specialist
Creates and reviews the labeled data that trains and evaluates AI models.
Attention to detail · Domain expertise · Labeling tools
Start here
- 1
Get solid at Python before diving into models.
- 2
Build one small AI-powered app with an API, and measure how often it's actually right.
- 3
Learn the basics of how models are trained and evaluated, not just how to call them.
Common questions
Can students get into AI without a PhD?
Yes. AI engineer and applied roles value strong software skills and shipped projects. Research scientist roles are the ones that typically expect advanced degrees.
What's an AI engineer?
Someone who builds products on top of AI models: assistants, agents, search and automation, with evaluation and reliability in mind.
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