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NeVibeCode · 2,385 items

Skills for AI and ML

Skills for AI and ML: what each one does, an install command and example prompts.

tilegym-cutile-python TileGym Team skill Turns the assistant into a cuTile specialist: writing, debugging and tuning GPU kernels in NVIDIA's Python DSL. Useful when porting tensor ops off PyTorch by hand. CX Codex +1 1,600installs tao-run-inference-service NVIDIA Corporation skill Deploys network-specific NVIDIA TAO inference microservices in containers and halts them. Use it to run checkpoints and query endpoints without cloud storage. CX Codex +1 1,600installs tao-validate-dataset-format NVIDIA Corporation skill This skill runs tao-daft validate on NVIDIA TAO DAFT data and helps interpret the results. Use it to check dataset structure, schemas, and cross-references. CX Codex +1 1,600installs tao-train-mask-auto-encoder NVIDIA Corporation skill A skill that runs Masked Auto-Encoder training in TAO: random patches get masked and rebuilt to learn visual representations. CX Codex +1 1,600installs tao-train-single-step NVIDIA Corporation skill Runs standard train, eval, and export workflows for NVIDIA TAO models without AutoML loops. Built for single-run fine-tuning on labeled datasets. CX Codex +1 1,600installs tao-train-centerpose NVIDIA Corporation skill Train and work with CenterPose models for keypoint detection and 6-DoF object pose estimation. The skill covers evaluation, inference, and export too. CX Codex +1 1,600installs tao-run-automl-deft-pipeline NVIDIA Corporation skill A skill that chains three training phases: hyperparameter search, the DEFT loop, and a second AutoML pass on the augmented dataset. CX Codex +1 1,600installs tao-train-metric-learning-recognition NVIDIA Corporation skill Trains, evaluates, and exports NVIDIA TAO metric learning models using contrastive or triplet losses. Useful for visual retrieval and fine-grained matching. CX Codex +1 1,600installs tao-convert-dataset-format NVIDIA Corporation skill This skill runs tao-daft convert to move NVIDIA TAO DAFT datasets between supported formats. Use it when preparing DAFT data for VLM training. CX Codex +1 1,600installs tao-generate-video-reasoning-annotations NVIDIA Corporation skill Turns raw videos into a training dataset with captions, descriptions and QA pairs carrying reasoning traces. Useful when you need labelled video data. CX Codex +1 1,600installs tao-list-capabilities NVIDIA Corporation skill Inspects TAO Skill Bank manifests to report available models, workflows, and AutoML actions. Use it to check support before training or compression. CX Codex +1 1,600installs tao-run-automl NVIDIA Corporation skill This skill runs AutoML and hyperparameter search for NVIDIA TAO models. Use it to tune training or another supported model action on a selected platform. CX Codex +1 1,600installs tao-finetune-cosmos-reason NVIDIA Corporation skill The skill plans and runs Cosmos3 fine-tuning through Cosmos Framework or Cosmos-RL, validating every input before training starts. CX Codex +1 1,600installs tao-launch-workflow NVIDIA Corporation skill Mandatory pre-launch gate that verifies credentials, datasets, and container images before executing any NVIDIA TAO workflow. CX Codex +1 1,600installs tao-route-visual-changenet-samples NVIDIA Corporation skill Splits weak VCN samples into Mining and AnomalyGen subsets after gap analysis. A per-label summary shows which samples neither module can handle. CX Codex +1 1,600installs tao-train-fast-foundation-stereo NVIDIA Corporation skill A skill for training, evaluating and exporting TAO FastFoundationStereo: it turns rectified stereo pairs into disparity maps with roughly 10× lower latency than full FoundationStereo. CX Codex +1 1,600installs tao-train-sparse4d NVIDIA Corporation skill Prepares calibrated multi-camera data and trains, evaluates, or quantizes Sparse4D 3D perception models in NVIDIA TAO. CX Codex +1 1,600installs tao-train-foundation-stereo NVIDIA Corporation skill Train and run FoundationStereo on stereo image pairs to produce disparity maps for 3D reconstruction. CX Codex +1 1,600installs tao-train-oneformer NVIDIA Corporation skill Trains, evaluates and exports OneFormer models in TAO: panoptic, instance and semantic segmentation under one architecture. CX Codex +1 1,600installs tao-train-deformable-detr NVIDIA Corporation skill Configures and manages 2D object detection workflows with Deformable DETR in NVIDIA TAO Toolkit. Useful for training, evaluating, quantizing, and exporting models. CX Codex +1 1,600installs tao-train-mask-grounding-dino NVIDIA Corporation skill Train and run TAO Mask Grounding DINO for text-guided instance segmentation. The skill covers evaluation, inference, export, and quantization too. CX Codex +1 1,600installs tao-train-bevfusion NVIDIA Corporation skill A skill that drives training and inference for BEVFusion, the sensor-fusion model that detects objects in 3D from lidar and camera. Useful when you work with the TAO BEVFusion. CX Codex +1 1,600installs tao-mine-aoi-images NVIDIA Corporation skill Runs the DEFT embed-then-mine workflow for defect inspection. It finds nearest-neighbour images in a candidate pool to expand visual training datasets. CX Codex +1 1,600installs tao-train-ocdnet NVIDIA Corporation skill This skill guides TAO workflows for OCDNet, a model that finds text at arbitrary angles in natural images. Use it to train, evaluate, or run inference. CX Codex +1 1,600installs tao-train-pointpillars NVIDIA Corporation skill Hands the agent a workflow for NVIDIA TAO's PointPillars: 3D object detection on LiDAR point clouds, with pillars encoded into a pseudo-image. CX Codex +1 1,600installs tao-train-mask-auto-label NVIDIA Corporation skill Runs training, evaluation, and inference for NVIDIA MAL segmentation models using ViT-MAE backbones. Helpful when creating segmentation masks from point or box annotations. CX Codex +1 1,600installs tao-train-segformer NVIDIA Corporation skill This skill guides an agent through TAO SegFormer training and inference for semantic segmentation. It also covers evaluation, export, and quantization. CX Codex +1 1,600installs tao-train-visual-changenet NVIDIA Corporation skill A skill that walks an agent through training, evaluating and exporting TAO Toolkit's Visual ChangeNet for PCB defect detection. CX Codex +1 1,600installs tao-train-nvdinov2 NVIDIA Corporation skill Trains Vision Transformers via self-distillation without labels using NVIDIA TAO. Useful for preparing visual backbone features without manual annotations. CX Codex +1 1,600installs tao-generate-referring-expressions NVIDIA Corporation skill This skill turns images and KITTI box labels into grounded object descriptions and scene captions. Use it to build referring-expression annotations with bbox links. CX Codex +1 1,600installs tao-train-rtdetr NVIDIA Corporation skill A TAO skill that carries RT-DETR from training through quantization to evaluation and inference. Useful when you need a low-latency 2D detector and would rather not write spec files by hand. CX Codex +1 1,600installs tao-train-nvpanoptix3d NVIDIA Corporation skill Automates training, evaluation, inference, and export for the NVPanoptix3D model using posed RGB images. Useful for 3D panoptic segmentation on Matterport and Front3D datasets. CX Codex +1 1,600installs tao-run-deft-aoi NVIDIA Corporation skill Runs an improvement cycle for NVIDIA TAO VisualChangeNet and ChangeNet PCB inspection models, from baseline evaluation to deployment checks against a target metric. CX Codex +1 1,600installs tao-train-mask2former NVIDIA Corporation skill Runs Mask2Former training and inference inside NVIDIA TAO: panoptic, instance and semantic segmentation. Fits when you drive segmentation work from an agent chat. CX Codex +1 1,600installs tao-train-dino NVIDIA Corporation skill Automates training and TensorRT export for DINO object detectors in NVIDIA TAO. Useful for managing 2D vision models via agent workflows. CX Codex +1 1,600installs tao-train-reid NVIDIA Corporation skill Train and evaluate a TAO person re-identification model, then run inference or export it. Use the skill to match the same person across camera views. CX Codex +1 1,600installs tao-train-depth-anything-v2 NVIDIA Corporation skill A skill that runs the TAO pipeline for monocular depth with Depth Anything v2. It predicts pixel depth from a single RGB frame and covers training through export. CX Codex +1 1,600installs tao-train-pose-classification NVIDIA Corporation skill Train, evaluate, export, and run inference with a TAO pose classifier built on ST-GCN. Use it to classify actions from sequences of pose keypoints. CX Codex +1 1,600installs tao-train-action-recognition NVIDIA Corporation skill A skill for the TAO ActionRecognition model: train, evaluate, export and run inference on video sequences. Handles RGB, optical flow and multi-stream inputs. CX Codex +1 1,600installs tao-analyze-gaps-visual-changenet NVIDIA Corporation skill Runs gap analysis on NVIDIA TAO VCN Classify results using the data-services container. It identifies weak boundary samples for downstream dataset augmentation. CX Codex +1 1,600installs

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