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Sohu Tech Products
Sohu Tech Products
Apr 16, 2025 · Artificial Intelligence

Comprehensive Guide to Building AI Datasets: From Source Collection to Data Augmentation and Validation

This guide walks readers through every stage of building high‑quality AI training datasets—from locating open‑source data and defining goals, through collection, annotation, cleaning, large‑scale processing, optional augmentation, and splitting, to validation—using a medical QA example for fine‑tuning DeepSeek‑R1.

AI fine‑tuningPythondata augmentation
0 likes · 18 min read
Comprehensive Guide to Building AI Datasets: From Source Collection to Data Augmentation and Validation
Test Development Learning Exchange
Test Development Learning Exchange
Mar 9, 2025 · Backend Development

Advanced Usage of jsonschema for Complex JSON Validation in Python

This article demonstrates advanced jsonschema techniques in Python, covering complex data structures like arrays and nested objects, custom format and function validators, modular schema validation with RefResolver, and combining jsonschema with Voluptuous for data transformation.

PythonRefResolvercustom validator
0 likes · 8 min read
Advanced Usage of jsonschema for Complex JSON Validation in Python
Test Development Learning Exchange
Test Development Learning Exchange
Aug 22, 2024 · Backend Development

Python pytest examples for validating JSON API responses

This article presents a series of pytest‑based Python examples that demonstrate how to validate various aspects of JSON responses from an API, including field presence, nested structures, size, list length, uniqueness, pattern matching, date ranges, numeric ranges, element order, and field types.

json validationpytest
0 likes · 7 min read
Python pytest examples for validating JSON API responses
Test Development Learning Exchange
Test Development Learning Exchange
Jul 9, 2024 · Backend Development

10 Python Scripts to Boost API Automation Testing Efficiency

This article presents 10 practical Python scripts that significantly enhance API automation testing efficiency, covering test case generation, data handling, request management, validation, and reporting.

API TestingData-Driven TestingException Handling
0 likes · 5 min read
10 Python Scripts to Boost API Automation Testing Efficiency
php中文网 Courses
php中文网 Courses
Nov 9, 2023 · Backend Development

New Features in PHP 8.3: Typed Class Constants, json_validate, and Other Improvements

PHP 8.3, released on November 23, 2023, introduces typed class constants, a high‑performance json_validate function for JSON payload validation, and numerous minor enhancements such as Randomizer tweaks, read‑only property cloning, the #[Override] attribute, and support for anonymous read‑only classes.

PHPRandomizerjson validation
0 likes · 5 min read
New Features in PHP 8.3: Typed Class Constants, json_validate, and Other Improvements
php中文网 Courses
php中文网 Courses
Sep 20, 2023 · Backend Development

New PHP 8.3 Features: JSON Validation, Improved unserialize Error Handling, Dynamic Class Constants, Readonly Property Cloning, and Typed Constants

PHP 8.3 introduces native JSON validation, improved unserialize error handling, dynamic class constant access, the ability to reinitialize readonly properties during cloning, and typed class constants, providing developers with more efficient and expressive tools for backend development.

8.3PHPReadOnly
0 likes · 6 min read
New PHP 8.3 Features: JSON Validation, Improved unserialize Error Handling, Dynamic Class Constants, Readonly Property Cloning, and Typed Constants
Test Development Learning Exchange
Test Development Learning Exchange
Jun 16, 2023 · Frontend Development

Building a Chrome Extension with Python and Flask for JSON Format Validation

This article provides a step‑by‑step guide to creating a Google Chrome extension using Python and Flask that validates JSON data on the current page, covering prerequisite setup, project structure, manifest configuration, content and background scripts, backend server implementation, and testing procedures.

FlaskJavaScriptPython
0 likes · 8 min read
Building a Chrome Extension with Python and Flask for JSON Format Validation