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DevOps in Software Development
DevOps in Software Development
Aug 29, 2025 · Industry Insights

How the Third‑Generation Software Factory Is Redefining AI Development

This article analyses the evolution of software factories over five decades, defines the third‑generation model focused on data governance, AI integration, and high‑frequency iteration, presents an applicability assessment framework, compares AI‑centric and traditional software stacks, and illustrates the concepts with military and commercial case studies.

AI integrationMilitary AISoftware Engineering
0 likes · 65 min read
How the Third‑Generation Software Factory Is Redefining AI Development
Model Perspective
Model Perspective
Sep 2, 2022 · Fundamentals

Mastering Evaluation Model Solving: Preprocess, Weight, and Integrate with Python

This guide explains how to solve evaluation models for HiMCM 2020A by treating data as matrices, performing preprocessing (consistency and normalization), calculating weights using entropy and AHP methods, and integrating them with linear, exponential, or logarithmic weighting, all using Python's NumPy and Pandas libraries.

NumPydata-preprocessingevaluation model
0 likes · 5 min read
Mastering Evaluation Model Solving: Preprocess, Weight, and Integrate with Python
Model Perspective
Model Perspective
May 21, 2022 · Fundamentals

How to Solve Evaluation Models: Preprocessing, Weight Calculation, and Integration with Python

This guide explains how to solve evaluation models by treating input data as matrices, performing preprocessing steps such as consistency and normalization using Python's NumPy and Pandas, calculating weights with entropy and analytic hierarchy methods, and finally integrating weights with data through linear weighting techniques.

evaluation modelweight calculation
0 likes · 5 min read
How to Solve Evaluation Models: Preprocessing, Weight Calculation, and Integration with Python
Alibaba Cloud Developer
Alibaba Cloud Developer
Aug 29, 2018 · Artificial Intelligence

How Alibaba’s Tmall Genie Achieves Human‑AI Co‑Creation in Poetry

Alibaba’s AI Lab explains how its Tmall Genie poetry system combines deep‑learning models, beam‑search recommendations, and a unified evaluation network to let users collaboratively generate acrostic love poems, showcasing the potential of human‑AI co‑creation in natural language generation.

AI poetryAlibaba AI LabSequence-to-Sequence
0 likes · 7 min read
How Alibaba’s Tmall Genie Achieves Human‑AI Co‑Creation in Poetry
Baidu Intelligent Testing
Baidu Intelligent Testing
Mar 15, 2016 · Operations

Establishing an Operations Evaluation Model: Steps, Metrics, and Key Considerations

This article explains how to build an operations evaluation model within a quality competitiveness framework, detailing a three‑step process for defining metrics, evaluation methods, and quantification, and highlighting essential evaluation points, attention areas, and data collection practices for product operations.

MetricsOperationsevaluation model
0 likes · 8 min read
Establishing an Operations Evaluation Model: Steps, Metrics, and Key Considerations