AI+ Developer (AT-310) Exam Prep: Applied AI Skills

About this course

This course contains the use of artificial intelligence.

AI+ Developer Practitioner (AT-310) from AI CERTs is the entry-level, vendor-neutral credential for developers who build applied AI features — and this course is independent, exam-focused preparation covering all twelve official exam domains in the published blueprint order and weighting. Taught by Aseem Mankotia, the course walks through the full applied-AI-developer workflow: Python for AI, data handling and visualization, practical math and statistics, machine learning fundamentals, model evaluation, deep learning and computer vision, NLP and transformers, generative AI application development, retrieval-augmented generation, simple agents and API deployment, and responsible AI and monitoring — closing with an end-to-end capstone and a full 90-minute, 50-question exam simulation.

Every domain pairs concept explanations with runnable, local labs — no paid cloud account required. You will clean and visualize real datasets with pandas, matplotlib, and seaborn; train and evaluate classifiers with scikit-learn; build a small neural network and apply transfer learning in PyTorch; tokenize text and run inference with Hugging Face transformers; call LLM APIs for structured generative output; build a minimal RAG pipeline with a FAISS/Chroma-style vector store; and wrap a model in a FastAPI endpoint, containerized with Docker. Each chapter maps directly to an AT-310 domain with its official weight, highlights heavily-tested concepts, flags common exam traps, and ends with scenario-style practice questions.

This course assumes basic Python and basic AI/ML concepts, matching the AI CERTs recommended background, and is designed as companion preparation that builds the underlying knowledge — it does not replace the official AI CERTs Authorized Training Partner program required for the credential bundle itself. AT-310 is also the recommended first rung into the AI+ Engineer Practitioner (AT-330), so the skills here carry forward directly.

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