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awesome-aiml-blog

These are excerpts from various blog posts related to AI & ML that deal with important research and business cases.
https://github.com/youngmki/awesome-aiml-blog

Last synced: 4 days ago
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2. Business Cases and Implementations
1. Research
- 1.1. CV
- 1.2. NLP
- 1.3. RecSys, etc.
  - Mastering Stratego, the Classic Game of Imperfect Information (Dec 2022, DeepMind)
  - Research @ MS 2022: A Look Back at a Year of Accelerating Progress in AI (Dec 2022, Microsoft)
  - Swin Transformer v2 - us/research/blog/godel-combining-goal-oriented-dialog-with-real-world-conversations/), 멀티모달 [BEiT](https://github.com/microsoft/unilm/tree/master/beit), 언어 모델 디버깅 도구 [AdaTest](https://www.microsoft.com/en-us/research/blog/partnering-people-with-large-language-models-to-find-and-fix-bugs-in-nlp-systems/), 유해 콘텐츠 데이터 생성 도구 [ToxiGen](https://www.microsoft.com/en-us/research/blog/detoxigen-leveraging-large-language-models-to-build-more-robust-hate-speech-detection-tools/), NN HPO기법 [µTransfer](https://www.microsoft.com/en-us/research/blog/%c2%b5transfer-a-technique-for-hyperparameter-tuning-of-enormous-neural-networks/), 모델 압축과 양자화를 위한 [DeepSpeed Compression](https://www.microsoft.com/en-us/research/blog/deepspeed-compression-a-composable-library-for-extreme-compression-and-zero-cost-quantization/) 등
  - Evolutionary-Scale Prediction of Atomic Level Protein Structure with a LM (Nov 2022, Meta)
  - Teaching AI Advanced Mathematical Reasoning (Nov 2022, Meta)
  - Building on Top of Black Magic (Oct 2022)
3. AWS ML Only

Programming Languages

Python 4 Scala 1

Categories

2. Business Cases and Implementations 430 3. AWS ML Only 38 1. Research 27

Sub Categories

2.3. RecSys, etc. 161 2.1. CV 155 2.4. Training, Inference and MLOps 107 3.4. Training, Inference and MLOps 35 1.2. NLP 17 2.2. NLP 7 1.3. RecSys, etc. 6 1.1. CV 4 3.3 RecSys, etc. 2 3.2 NLP 1

Keywords

machine-learning 2 adversarial-attacks 1 adversarial-examples 1 adversarial-machine-learning 1 data-augmentation 1 natural-language-processing 1 nlp 1 security 1 apache-spark 1 artificial-intelligence 1 azure 1 data-engineering 1 data-quality 1 data-science 1 feature-engineering 1 feature-governance 1 feature-management 1 feature-marketplace 1 feature-metadata 1 feature-platform 1 feature-store 1 mlops 1 benchmarking 1 http 1 load-generator 1 load-test 1 load-testing 1 load-tests 1 locust 1 performance 1 performance-testing 1 python 1