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Claude Skills by anubhavg-icpl
github.com/anubhavg-icpl5,037 skills134 installs9,251 views
- Skill Classification DiagnosticsGiven a confusion matrix and class names, surface per-class failures and propose the single most impactful fix. Use when you need help with skill classification diagnostics.Votes: 0GitHub stars: 8
- Skill Clustering GuideChoose the right clustering algorithm based on data shape, noise, and constraints. Use when you need help with skill clustering guide.Votes: 0GitHub stars: 8
- Skill Cmer MonitorInstrument a production VLM endpoint with Cross-Modal Error Rate monitoring, dashboards, and alerts. Use when you need help with skill cmer monitor.Votes: 0GitHub stars: 8
- Skill Complex ArithmeticQuick reference for complex number operations in ML and signal processing contexts. Use when you need help with skill complex arithmetic.Votes: 0GitHub stars: 8
- Skill Concept Prompt DesignerTurn user utterances into well-formed SAM 3 concept prompts with splitting, disambiguation, and fallbacks. Use when you need help with skill concept prompt designer.Votes: 0GitHub stars: 8
- Skill Context EngineeringDecision framework for designing context assembly pipelines based on task type, window size, and latency budget. Use when you need help with skill context engineering.Votes: 0GitHub stars: 8
- Skill Conv Shape CalculatorWalk a CNN spec layer by layer and report output shape, receptive field, and parameter count for every block. Use when you need help with skill conv shape calculator.Votes: 0GitHub stars: 8
- Skill Convexity CheckerDetermine if an optimization problem is convex and choose the right solver. Use when you need help with skill convexity checker.Votes: 0GitHub stars: 8
- Skill Cost PatternsDecision framework for LLM cost optimization -- caching strategies, rate limiting, model routing, and budget controls. Use when you need help with skill cost patterns.Votes: 0GitHub stars: 8
- Skill Cot PatternsDecision framework for choosing the right reasoning technique based on task complexity, accuracy requirements, and cost constraints. Use when you need help with skill cot patterns.Votes: 0GitHub stars: 8
- Skill Ctc DecoderWrite greedy and beam-search CTC decoders from scratch, including length normalisation. Use when you need help with skill ctc decoder.Votes: 0GitHub stars: 8
- Skill Dcgan ScaffoldWrite a complete DCGAN scaffold from z_dim, image_size, and num_channels, including training loop and sample saver. Use when you need help with skill dcgan scaffold.Votes: 0GitHub stars: 8
- Skill Debug ChecklistDecision-tree checklist for debugging neural network training failures. Use when you need help with skill debug checklist.Votes: 0GitHub stars: 8
- Skill Depth To PointcloudBuild point clouds from depth maps with correct intrinsics handling and export to .ply. Use when you need help with skill depth to pointcloud.Votes: 0GitHub stars: 8
- Skill Dimensionality ReductionChoose the right dimensionality reduction technique for a given task based on data size, goal, and downstream use. Use when you need help with skill dimensionality reduction.Votes: 0GitHub stars: 8
- Skill Embedding PatternsProduction patterns for embeddings, vector search, and similarity. Use when you need help with skill embedding patterns.Votes: 0GitHub stars: 8
- Skill Ensemble BuilderChoose the right ensemble method and configure it for your problem. Use when you need help with skill ensemble builder.Votes: 0GitHub stars: 8
- Skill Eval PatternsDecision framework for choosing evaluation strategies -- when to use which method, how to size test suites, and how to integrate evals into CI/CD. Use when you need help with skill eval patterns.Votes: 0GitHub stars: 8
- Skill EvaluationEvaluation strategy checklist for classification and regression models. Use when you need help with skill evaluation.Votes: 0GitHub stars: 8
- Skill Feature SelectorQuick reference decision tree for choosing the right feature selection method. Use when you need help with skill feature selector.Votes: 0GitHub stars: 8
- Skill Fine Tuning GuideDecision tree for when and how to fine-tune LLMs with LoRA and QLoRA. Use when you need help with skill fine tuning guide.Votes: 0GitHub stars: 8
- Skill Frame Sampler AuditorAudit a video pipeline's frame sampler for off-by-one, short-clip handling, and crop consistency. Use when you need help with skill frame sampler auditor.Votes: 0GitHub stars: 8
- Skill Freeze InspectorReport which parameters are trainable, which BatchNorm layers are in eval mode, and whether the optimizer is actually consuming the trainable parameters. Use when you need help with skill freeze inspector.Votes: 0GitHub stars: 8
- Skill Function Calling PatternsDecision framework for implementing function calling in production -- tool design, error handling, security, and provider patterns. Use when you need help with skill function calling patterns.Votes: 0GitHub stars: 8
- Skill Gradient ComputationCompute gradients of common ML loss functions and choose the right derivative approach. Use when you need help with skill gradient computation.Votes: 0GitHub stars: 8
- Skill Graph AnalysisAnalyze graph-structured data and choose the right graph algorithm for ML tasks. Use when you need help with skill graph analysis.Votes: 0GitHub stars: 8
- Skill Guardrail PatternsDecision framework for choosing and implementing guardrails in production -- tool selection, layering strategy, and cost-performance tradeoffs. Use when you need help with skill guardrail patterns.Votes: 0GitHub stars: 8
- Skill Heatmap To CoordsWrite the sub-pixel heatmap-to-coordinate routine used by every production pose model. Use when you need help with skill heatmap to coords.Votes: 0GitHub stars: 8
- Skill Image Tensor InspectorInspect any image-shaped tensor or array and report dtype, layout, range, and whether it looks raw, normalized, or standardized. Use when you need help with skill image tensor inspector.Votes: 0GitHub stars: 8
- Skill Image Text RetrieverBuild an image embedding index with any CLIP checkpoint; support query-by-text and query-by-image. Use when you need help with skill image text retriever.Votes: 0GitHub stars: 8
- Skill Imbalanced DataDecision checklist for handling imbalanced classification problems. Use when you need help with skill imbalanced data.Votes: 0GitHub stars: 8
- Skill Inference OptimizationDiagnose and optimize LLM inference serving throughput, latency, and cost. Use when you need help with skill inference optimization.Votes: 0GitHub stars: 8
- Skill Information TheoryApply information theory concepts to ML loss functions, model evaluation, and feature selection. Use when you need help with skill information theory.Votes: 0GitHub stars: 8
- Skill Jax PatternsFunctional programming patterns in JAX -- when and how to use grad, jit, vmap, and pmap. Use when you need help with skill jax patterns.Votes: 0GitHub stars: 8
- Skill Latency ProfilerWrite a complete latency-benchmarking script with warmup, synchronisation, percentiles, and memory tracking. Use when you need help with skill latency profiler.Votes: 0GitHub stars: 8
- Skill LibraryGenerate a Voyager-shaped skill library with registration, retrieval by similarity, compositional execution, and failure-driven refinement. Use when you need help with skill library.Votes: 0GitHub stars: 8
- Skill Linear Probe RunnerWrite the complete linear-probe evaluation for any frozen encoder and labelled dataset. Use when you need help with skill linear probe runner.Votes: 0GitHub stars: 8
- Skill Lora Training SetupWrite a full LoRA training config for a custom dataset, including captions, rank, batch size, and learning rate. Use when you need help with skill lora training setup.Votes: 0GitHub stars: 8
- Skill Mask Rcnn Head SwapperGenerate the exact code for swapping box and mask heads on a torchvision Mask R-CNN for a custom num_classes. Use when you need help with skill mask rcnn head swapper.Votes: 0GitHub stars: 8
- Skill Mot EvaluatorWrite a complete evaluation harness for MOTA / IDF1 / HOTA against ground-truth tracks. Use when you need help with skill mot evaluator.Votes: 0GitHub stars: 8
- Skill Naive Bayes ChooserChoose the right Naive Bayes variant for your classification task. Use when you need help with skill naive bayes chooser.Votes: 0GitHub stars: 8
- Skill Noise Schedule DesignerProduce a linear, cosine, or sigmoid beta schedule given T and target corruption level, plus SNR plot. Use when you need help with skill noise schedule designer.Votes: 0GitHub stars: 8
- Skill PerceptronUnderstand the perceptron pattern and when to use single-layer vs multi-layer architectures. Use when you need help with skill perceptron.Votes: 0GitHub stars: 8
- Skill Physical Plausibility ChecksAutomated checks for object permanence, gravity, and continuity on any generated video before shipping. Use when you need help with skill physical plausibility checks.Votes: 0GitHub stars: 8
- Skill Pipeline Budget PlannerGiven target latency and throughput, assign a time budget to every pipeline stage and flag which stage will miss its budget first. Use when you need help with skill pipeline budget planner.Votes: 0GitHub stars: 8
- Skill Point Cloud LoaderWrite a PyTorch Dataset for .ply / .pcd / .xyz files with correct normalisation, centring, and point sampling. Use when you need help with skill point cloud loader.Votes: 0GitHub stars: 8
- Skill Probability ReasoningChoose the right probability distribution for a given ML problem. Use when you need help with skill probability reasoning.Votes: 0GitHub stars: 8
- Skill Production ChecklistDecision framework for shipping LLM applications to production -- covers every component with specific thresholds and pass/fail criteria. Use when you need help with skill production checklist.Votes: 0GitHub stars: 8
- Skill Prompt PatternsDecision framework for choosing the right prompt pattern based on task type, reliability requirements, and target model. Use when you need help with skill prompt patterns.Votes: 0GitHub stars: 8
- Skill Pytorch PatternsReference patterns for PyTorch training, evaluation, and deployment. Use when you need help with skill pytorch patterns.Votes: 0GitHub stars: 8