This table summarizes the key professional roles related to artificial intelligence and the skills required for each one.

Role Description Required Skills
Data Scientist Analyzes data to discover patterns and create predictive models. Python, R, advanced statistics, machine learning, data mining
Machine Learning Engineer Develops algorithms to allow systems to learn from data. Python, TensorFlow, PyTorch, deep learning, big data, mathematics
AI Researcher Conducts research to develop new AI algorithms and models. AI theory, mathematics, computer science, deep learning
AI Architect Designs the infrastructure to implement AI solutions. Cloud computing, data engineering, IT security, machine learning
NLP Engineer Develops systems to interpret and respond to human language. Python, Java, computational linguistics, machine learning, deep learning
Computer Vision Engineer Develops artificial vision systems to interpret images. Image processing, CNN, deep learning, Python, OpenCV
Robotics Engineer Designs intelligent robots for autonomous or assisted tasks. Mechanics, electronics, AI, programming, sensor systems
AI Product Manager Manages the development and strategy of AI products. AI understanding, machine learning, product management, communication
AI Consultant Provides advice on implementing AI solutions in companies. AI technologies, AI implementation, business strategy, project management
Ethics Specialist in AI Manages ethical and regulatory aspects of AI. Tech ethics, privacy, regulations, social responsibility
AI Operations Specialist (MLOps) Supports the development and operational management of AI models. Automation, big data, software engineering, programming
AI Trainer Trains AI systems with training data. Data labeling, machine learning, datasets, AI platforms
Cognitive AI Specialist Develops systems that simulate human cognitive processes. Cognitive AI, computational neuroscience, psychology, machine learning
AI Governance Expert Ensures regulatory compliance and safety in the use of AI. AI regulations, data protection, AI ethics
AI Sales & Marketing Specialist Sells and markets AI-based products and solutions. AI knowledge, sales skills, marketing, customer understanding