AI Skill
Skill Keywords
Overview Keywords:
- Linux, windows, MacOS; Python, C, C++, Matlab, Asm; LaTex, Markdown;
- Pytorch, MindSpore, Paddle, Tensorflow, Onnx, Mxnet, Sklearn; Rknn;
Detail keywords:
- Machine Learning; Computer vision; Natural Language Processing; multimodal;
- ML: Linear/unlinear reg, Logistic reg, Cross varify, Ridge reg, Lasso reg, PCA, Trees, Decision trees, Random forests, SVM, KNN, K-Means, …
- Face Recognition: SphereFace, CosFace, ArcFace, Adaface;
- Detection: YOLO, PaddleDet, Faster-RCNN, MMDet, Nanodet, …
- Segmentation: YOLO-seg, PaddleSeg, MMSeg, SAM, …
- Keypoint Det: YOLO-pose, HRNet, RTMPose, HMR, …
- Action: ST-GCN, AM-GCN, SSS-GCN, DeST…
- Generation: GAN, Style-GAN, SR-GAN, Diffusion, DDPM, classifier free Guidance, …
- Text: Word2vec, MHSA, Bert, LLM…
- RAG: Neo4j, RAGFlow…
- Multimodal: CLIP, DALL·E, DALL·E 2, …
- Lightweighting: Pruning, Distillation, Quantization, Structure re-parameters, …
Color descrpition
| Color | Description |
|---|---|
| Purple | Comprehensive and frequently used |
| Green | Comprehensive but not frequently used |
| Black | basic understanding |
