intel/BigDL

• highreadme#1

  Elevate PPML's visibility in the README overview

  原因：

  当前

  PPML: Secure Big Data and AI (with SGX/TDX Hardware Security) is listed as one of many libraries.

  复制粘贴的修复

  复制

  Add a sentence to the main 'Overview' paragraph or immediately after it, highlighting PPML's unique offering. For example: 'BigDL seamlessly scales your data analytics & AI applications from laptop to cloud, with the following libraries: ... Additionally, BigDL offers **PPML** for secure big data and AI, leveraging SGX/TDX hardware security for confidential computing.'

  待办完成忽略
• mediumtopics#2

  Add specific topics for secure AI and confidential computing

  原因：

  当前

  analytics-zoo, apache-spark, bigdl, deep-neural-network, distributed-deep-learning, keras-tensorflow, python, pytorch, scala

  复制粘贴的修复

  复制

  analytics-zoo, apache-spark, bigdl, deep-neural-network, distributed-deep-learning, keras-tensorflow, python, pytorch, scala, secure-ai, confidential-computing, sgx, tdx

  待办完成忽略
• lowreadme#3

  Clarify LLM deprecation in README's library list

  原因：

  当前

  - `LLM` (deprecated - please use IPEX-LLM instead): Optimizaed large language model library for Intel CPU and GPU

  复制粘贴的修复

  复制

  Remove the `LLM` entry from the list of libraries under the 'Overview' section, relying on the `IMPORTANT` note at the top for guidance on `ipex-llm`.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to scale deep learning models built with PyTorch or TensorFlow on Apache Spark?

  你：第 3 位
  AI 推荐顺序：

  1. Horovod (horovod/horovod)
  2. Spark NLP (JohnSnowLabs/spark-nlp)
  3. BigDL (intel-analytics/BigDL) ← 你
  4. TensorFlowOnSpark (yahoo/TensorFlowOnSpark)
  5. PyTorch on Spark
  6. MLflow (mlflow/mlflow)
  查看 AI 完整回答
• 品类问题

  Need a library for secure deep learning on large datasets using hardware-based protection.

  你：未被推荐
  AI 推荐顺序：

  1. Intel SGX SDK
  2. OpenVINO
  3. TensorFlow
  4. PyTorch
  5. Microsoft Azure Confidential Computing
  6. Open Enclave SDK
  7. Google Cloud Confidential Computing
  8. Graphene
  9. Occlum
  10. IBM HEE Toolkit
  11. PySyft
  12. Conclave

  AI 推荐了 12 个替代方案，却始终没点名 intel/BigDL。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of intel/BigDL?

  pass
  ✓AI 明确点名了 intel/BigDL

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts intel/BigDL in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 intel/BigDL

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo intel/BigDL solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 intel/BigDL

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？