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AI & Machine LearningIntermediate

Building AI Applications with APIs

Ship real AI products using OpenAI, Anthropic, and HuggingFace APIs.

20 hoursGera AI Tutor4.8 (4,600 learners)

About this course

Building AI Applications with APIs is a intermediate-level, 20 hours online course on GeraLearn (AI & Machine Learning), priced at £59, rated 4.8 out of 5 by 4,600 learners and awarding a verifiable certificate of completion.

A project-driven course for developers who want to build AI-powered products without training their own models. You will build four complete applications: an AI writing assistant, a document Q&A tool with RAG, an AI image generation pipeline, and a voice-to-text transcription service.

Target audience: Full-stack developers, product engineers, technical founders

What you will learn

  • LLM APIs
  • RAG
  • Vector databases
  • AI agents
  • FastAPI

Course syllabus

10 modules · video + projects

  1. 1LLM API fundamentals: authentication, rate limits, and cost management
  2. 2Building a streaming chat interface
  3. 3Document ingestion and embedding storage with a vector database
  4. 4Retrieval-augmented generation (RAG) from scratch
  5. 5Function calling and structured tool use
  6. 6Image generation with DALL-E and Stable Diffusion APIs
  7. 7Speech-to-text with Whisper
  8. 8Building multi-step AI agents with tool loops
  9. 9Deployment: wrapping your AI app in a FastAPI service
  10. 10Cost monitoring and output quality evaluation

Prerequisites

  • Python intermediate
  • Basic web concepts

Frequently asked questions

How much will API usage cost during the course?

Exercises are designed to use under $10 of API credits in total across OpenAI and Anthropic. Free-tier credits on new accounts usually cover the entire course.

Ready to start Building AI Applications with APIs?

Join 4,600+ learners already enrolled. Self-paced, certificate on completion.