Data Science Tutorials

Evaluate AI agents that use tools. Learn task completion, tool calling accuracy, refusal calibration, and injection testing, with code and a CI gate you can reuse.

Follow this Claude Opus 5.5 API tutorial to build a Python incident investigator with vision, programmatic tool calling, counterfactual replay, task budgets, structured outputs, and cost tracking.

Learn to edit images with Qwen Image 2.1 on a Colab A100, guide changes with text or drawings, and export selected results as a GIF.

Learn how to use the GPT-6 Sol API in Python. Build a codebase migration agent with repository tools, Structured Outputs, GPT-6 Luna triage, steering, and pytest.

Learn how to stream mic audio, handle interruptions, and call tools asynchronously in Python, then compare Gemini 3.8 Live with its Extended Thinking variant.

Nodes do the work, edges decide what runs next, and shared state carries information between them. This graph engineering tutorial covers when a multi-agent graph actually beats a single loop, and walks through building a researcher, writer, and reviewer pipeline in LangGraph with a conditional retry edge.

Learn how to set up TypeSafe AI's Python SDK, ask Choice, Score, and Noul questions in a single call, build a support ticket router that keeps the routing policy in your own code, and find out where Jev breaks before you ship it.

Learn what Azure Functions are, how they enable event-driven serverless applications, and how triggers, bindings, hosting options, and workflows fit together.

Discover how Polars read_csv() helps you load CSV data efficiently in Python, including handling large datasets, defining schemas, and optimizing performance.

Build a Python visual repair agent with DeepSeek V4.1 Flash, the Responses API, Playwright screenshots, apply_patch, pytest, context caching, and cost tracking.

Build and run a cloud agent with the OpenAI Agents API that can analyze files, execute code, verify results, and return finished artifacts from a single request.

Learn how to use the VBA InStr function to find text inside strings, including syntax, examples, case sensitivity, and common mistakes.