Role
Best agent skills for Data Scientists, page 110
Skills for Data Scientists, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 5233 | 5233.Model Summary Usage Use torchsummary.summary and torchsummary.summarystring to inspect PyTorch nn.Module shapes, parameter counts, devices, dtypes, and memory estimates. | VectorSpaceLab/ | 331 | — | ~847 | Automated safety check: Pass | MIT | 1 mo ago |
| 5234 | 5234.Models And Modules Use torchtune model/tokenizer builders, PEFT modules, losses, conversion utilities, and modeling components safely. | VectorSpaceLab/ | 331 | — | ~1.2k | Automated safety check: Pass | BSD-3-Clause | 1 mo ago |
| 5235 | Use this sub-skill for MLAlgorithms NeuralNet construction, activations, losses, parameters, constraints, regularizers, optimizers, convolutional/recurrent layers, and DQN wiring. | VectorSpaceLab/ | 331 | — | ~941 | Automated safety check: Pass | MIT | 1 mo ago |
| 5236 | Use this operating sub-skill to create, adapt, and troubleshoot ManimML neural-network scenes: NeuralNetwork containers, feed-forward and convolutional layers… | VectorSpaceLab/ | 331 | — | ~1.3k | Automated safety check: Pass | MIT | 1 mo ago |
| 5237 | 5237.Nuplan Devkit A skill your agent uses for Motional nuPlan autonomous-driving planning workflows: dataset and map access, scenario filtering, planner implementation, open- or closed-loop simulation, metrics… | VectorSpaceLab/ | 331 | — | ~1.2k | Automated safety check: Pass | Unknown | 1 mo ago |
| 5238 | 5238.Ops And Detection Use torchvision.ops for boxes, NMS, ROI pooling/alignment, detection helper concepts, and extension-dependent troubleshooting. | VectorSpaceLab/ | 331 | — | ~698 | Automated safety check: Pass | BSD-3-Clause | 1 mo ago |
| 5239 | 5239.Optuna A skill your agent uses for Optuna hyperparameter optimization workflows: studies, trials, samplers, pruners, storage, CLI, visualization, artifacts, integrations, and advanced APIs. | VectorSpaceLab/ | 331 | — | ~1.2k | Automated safety check: Pass | Unknown | 1 mo ago |
| 5240 | A skill your agent uses for Anomalib benchmark pipelines, tiled ensemble workflows, and advanced pipeline orchestration helpers while keeping experimental execution paths explicit. | VectorSpaceLab/ | 331 | — | ~952 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5241 | A skill your agent uses for Feast RAG, vector search, vector-indexed fields, vector online stores, document embedding/chunking, retrieveonlinedocuments APIs, DocEmbedder, FeastVectorStore, and… | VectorSpaceLab/ | 331 | — | ~622 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5242 | 5242.Repo Development A skill your agent uses when modifying PEFT itself, preparing a PEFT pull request, adding a new PEFT method, selecting contributor tests, or checking PEFT contribution/style/backward-compatibility… | VectorSpaceLab/ | 331 | — | ~746 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5243 | A skill your agent uses for sentence-transformers CrossEncoder pair scoring, reranking, rank API usage, retrieve-and-rerank handoffs, multimodal reranker routing, and activation/softmax/numlabels… | VectorSpaceLab/ | 331 | — | ~807 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5244 | 5244.Routing Use this when configuring, validating, or debugging LiteLLM Router model groups, fallbacks, retries, cooldowns, budgets, routing strategies, health-check routing, aliases, tag filtering… | VectorSpaceLab/ | 331 | — | ~879 | Automated safety check: Pass | Unknown | 1 mo ago |
| 5245 | 5245.SDK Core A skill your agent uses for direct LiteLLM Python SDK work: chat/text completions, async calls, streaming, embeddings, structured outputs, tools, token/cost checks, caching, callbacks, import/smoke… | VectorSpaceLab/ | 331 | — | ~1.1k | Automated safety check: Pass | Unknown | 1 mo ago |
| 5246 | 5246.Self Supervised A skill your agent uses for PaddleViT's DINO self-supervised vision-transformer pretraining, multi-crop data contracts, teacher/student configuration, single- or multi-GPU launch planning… | VectorSpaceLab/ | 331 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5247 | 5247.Spatial Operations A skill your agent uses when running GeoPandas spatial joins, nearest joins, overlays, clips, dissolves, spatial indexes, and Shapely-backed geometry analysis operations. | VectorSpaceLab/ | 331 | — | ~884 | Automated safety check: Pass | BSD-3-Clause | 1 mo ago |
| 5248 | Build and review OpenRLHF supervised/preference training plans for SFT, reward models, DPO, IPO, and cDPO. | VectorSpaceLab/ | 331 | — | ~1k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5249 | 5249.Swin Transformer Use this repo skill for Microsoft Swin-Transformer image-classification model, config, data, checkpoint, SimMIM, Swin-MoE, and optional CUDA acceleration workflows. | VectorSpaceLab/ | 331 | — | ~1.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 5250 | 5250.Tools And Actions Build and debug Browser Use tools/actions: custom Tools/Controller actions, default browser/file actions, ActionResult returns, parameter injection, sensitive data, security guardrails, and… | VectorSpaceLab/ | 331 | — | ~2.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 5251 | Use this sub-skill when defining, validating, sharing, loading, or troubleshooting smolagents tools, built-in/default tools, Hub/Space/LangChain integrations, or MCP tool collections. | VectorSpaceLab/ | 331 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5252 | 5252.Tools Studio Bench A skill your agent uses for AutoGen developer tooling maintenance: AutoGen Studio, AG Bench, Magentic-One CLI, pyautogen proxy compatibility, CLI help checks, safe benchmark/service planning, and… | VectorSpaceLab/ | 331 | — | ~910 | Automated safety check: Pass | Unknown | 1 mo ago |
| 5253 | 5253.Torch Points3d Use Torch Points3D for point-cloud deep learning APIs, datasets/transforms, Hydra training/evaluation, checkpoints, sparse backend decisions, and registration workflows. | VectorSpaceLab/ | 331 | — | ~1.1k | Automated safety check: Pass | Unknown | 1 mo ago |
| 5254 | 5254.Torchmetrics Use TorchMetrics to choose, inspect, and combine metric families for PyTorch evaluation, including core API, domain metrics, model-based metrics, and wrappers. | VectorSpaceLab/ | 331 | — | ~964 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5255 | 5255.Torchrl Use TorchRL for TensorDict-first reinforcement-learning environments, collectors, replay buffers, modules, objectives, LLM/RLHF/VLA workflows, services, rendering, and maintainer-safe repository… | VectorSpaceLab/ | 331 | — | ~1.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 5256 | A skill your agent uses for Ultralytics track mode, tracker YAML selection, persistent object IDs, and YOLO Solutions such as counting, heatmaps, speed, queue, region, similarity search, and… | VectorSpaceLab/ | 331 | — | ~871 | Automated safety check: Pass | AGPL-3.0 | 1 mo ago |
| 5257 | Train or fine-tune ColBERT models, prepare and validate triples, use scored distillation examples, and plan GPU/resource settings. | VectorSpaceLab/ | 331 | — | ~850 | Automated safety check: Pass | MIT | 1 mo ago |
| 5258 | A skill your agent uses for ModelScope trainer construction, TrainingArgs conversion, fine-tuning and evaluation preflight, checkpoint hooks, and safe train/eval command planning. | VectorSpaceLab/ | 331 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5259 | 5259.Training And Models Use Towhee's optional PyTorch Trainer, TrainingConfig YAML, NNOperator training bridge, and towhee.models package boundaries safely. | VectorSpaceLab/ | 331 | — | ~676 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5260 | 5260.Training References A skill your agent uses when planning or auditing TorchVision reference training/evaluation workflows for classification, quantization, detection, segmentation, video classification, optical flow… | VectorSpaceLab/ | 331 | — | ~684 | Automated safety check: Pass | BSD-3-Clause | 1 mo ago |
| 5261 | 5261.Training Workflows Compose timm API-level training loops with optimizer and scheduler factories, loss selection, task wrappers, EMA, AMP scaling, metrics, checkpoint state, and safe CPU smoke checks. | VectorSpaceLab/ | 331 | — | ~733 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5262 | 5262.Ultralytics A skill your agent uses for Ultralytics YOLO package workflows: CLI/Python model usage, data/config setup, train/val, prediction/results, export/deployment, tracking/solutions, model-family… | VectorSpaceLab/ | 331 | — | ~1.2k | Automated safety check: Pass | AGPL-3.0 | 1 mo ago |
| 5263 | Use this sub-skill for MLAlgorithms clustering, Gaussian mixtures, PCA, t-SNE, RBM feature learning, metrics/distances, and packaged demo dataset loaders. | VectorSpaceLab/ | 331 | — | ~1.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 5264 | 5264.Validation Testing A skill your agent uses when validating GeoPandas outputs, using geopandas.testing assertions, designing fixtures, or selecting focused GeoPandas repository tests. | VectorSpaceLab/ | 331 | — | ~809 | Automated safety check: Pass | BSD-3-Clause | 1 mo ago |
| 5265 | 5265.Video Camera Demos Guide safe video-file, webcam, and optional half-precision demo use for pytorch-yolo-v3. | VectorSpaceLab/ | 331 | — | ~626 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5266 | 5266.Phx Review Review changed Elixir/Phoenix code read-only. An agent skill from oliver-kriska/claude-elixir-phoenix. | oliver-kriska/ | 565 | — | ~1.1k | Automated safety check: Pass | MIT | 5 days ago |
| 5267 | 5267.Phx Review Review changed Elixir/Phoenix code read-only. An agent skill from oliver-kriska/claude-elixir-phoenix. | oliver-kriska/ | 565 | — | ~1.1k | Automated safety check: Pass | MIT | 5 days ago |
| 5268 | 5268.Phx Watch PR Watch an Elixir/Phoenix PR with an Amp Orb keep-alive lease until required non-deployment CI is green and review threads are resolved. | oliver-kriska/ | 565 | — | ~1k | Automated safety check: Pass | MIT | 5 days ago |
| 5269 | 5269.Stock Price Change Retrieve stock price change statistics across multiple time periods using Octagon MCP. | OctagonAI/ | 127 | — | ~1.7k | Automated safety check: Pass | MIT | 4 mo ago |
| 5270 | 5270.Gf Lint SystemVerilog lint checker with structured output for orchestration. | codejunkie99/ | 117 | — | ~1.5k | Automated safety check: Notes | Unknown | 24 days ago |
| 5271 | 5271.Gf Sim SystemVerilog simulator with structured output for orchestration. | codejunkie99/ | 117 | — | ~1.7k | Automated safety check: Notes | Unknown | 24 days ago |
| 5272 | 5272.Trusty Search Hybrid code search (BM25 + vector + KG) with RRF fusion. An agent skill from bobmatnyc/claude-mpm. | bobmatnyc/ | 156 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5273 | 5273.Config Authoring Create, modify, review, and harden configuration for the Adobe Dispatcher Apache HTTP Server module and Apache HTTPD in AEM as a Cloud Service environments only. | adobe/ | 197 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5274 | 5274.Replicate Content A skill your agent uses when publishing, unpublishing, replicating, or activating/deactivating content in AEM 6.5 LTS. | adobe/ | 197 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5275 | 5275.Replication Publish, deactivate, and delete AEM content programmatically via the Cloud Service Replication API (com.day.cq.replication). | adobe/ | 197 | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5276 | 5276.Workflow Development [BETA] Implement custom AEM Workflow Java components on AEM 6.5 LTS. | adobe/ | 197 | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5277 | 5277.Workflow Development [BETA] Implement custom AEM Workflow Java components on AEM as a Cloud Service. | adobe/ | 197 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5278 | 5278.Workflow Triggering Start AEM Workflows on AEM 6.5 LTS using all available triggering mechanisms. | adobe/ | 197 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5279 | 5279.Reorg Propose and, after approval, execute content-aware file reorganization or deduplication using a local Mac Mini model with a reversible undo record. | flonat/ | 146 | — | ~989 | Automated safety check: Pass | MIT | 11 days ago |
| 5280 | 5280.Brownfield Adoption Step-by-step process for adopting Cavekit on an existing codebase. | hashgraph-online/ | 1.3k | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
Explore related skills
Categories for Data Scientists
Popular topics
- Bioinformatics1,146
- Citation management933
- Web scraping776
- Data analysis562
- Building AI agents546
- Statistics541
- Academic paper search507
- SQL504
- Literature review482
- Data pipelines and ETL419
- Data visualization417
- Deep learning407
- Deep research407
- Reproducible research376
- Embeddings375
- LLM inference and serving373
- Database schema design365
- Prompt engineering347
- Retrieval-augmented generation346
- ORMs and data access330
- Machine learning328
- Data warehousing327
- Econometrics and empirical research322
- Peer review312
Products these skills work with
Other roles
- Developers39,105
- Frontend Developers7,075
- DevOps and SRE Engineers6,607
- Designers4,873
- Marketers5,420
- SEO Specialists1,401
- Writers and Editors5,851
- Product Managers2,029
- Founders and Solopreneurs6,359
- Researchers6,553
- Students and Educators1,988
- Lawyers and Compliance Teams1,330
- Accountants and Finance Teams2,470