12,395 skills found · Page 233 of 414
benchflow-ai / rl-post-trainingDiagnostic guide for RL-based post-training of language models (GRPO, PPO, REINFORCE, DPO). Use proactively when debugging a training pipeline that shows no improvement, loss anomalies, reward stagnation, NaN gradients, or other unexpected behavior during reinforcement learning fine-tuning.
benchflow-ai / nanogpt-trainingTrain GPT-2 scale models (~124M parameters) efficiently on a single GPU. Covers GPT-124M architecture, tokenized dataset loading (e.g., HuggingFace Hub shards), modern optimizers (Muon, AdamW), mixed precision training, and training loop implementation.
benchflow-ai / trlReference for the TRL (Transformer Reinforcement Learning) library codebase. Use proactively before reading or editing any file under `trl/` so you have the intended contracts and invariants in mind, not just what the current code says.
benchflow-ai / flight-plan-parserUse this skill when converting natural language flight commands into waypoints and timing for a drone simulator. Covers parsing commands like "Take off to X m height in Y seconds", "Hover at X m height for Y seconds", "Fly from (x,y,z) to (x',y',z') in T seconds", and "Land from X m height in Y seco…
benchflow-ai / ac-branch-pi-modelAC branch pi-model power flow equations (P/Q and |S|) with transformer tap ratio and phase shift, matching `acopf-math-model.md` and MATPOWER branch fields
benchflow-ai / fjsp-baseline-repair-with-downtime-and-policyThis skill should be considered when you need to repair an infeasible or non-optimal flexible job scheduling planning schedule into a downtime-feasible, precedence-feasible one while keep no worse policy budget.
benchflow-ai / senior-data-scientistWorld-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business intelligence.
benchflow-ai / modal-gpuRun Python code on cloud GPUs using Modal serverless platform
benchflow-ai / gmail-skillManage Gmail - send, read, search emails, manage labels and drafts
benchflow-ai / Voice Activity Detection (VAD)Detect speech segments in audio using VAD tools like Silero VAD, SpeechBrain VAD, or WebRTC VAD
benchflow-ai / ffmpeg-video-editingVideo editing with ffmpeg including cutting, trimming, concatenating segments, and re-encoding
benchflow-ai / filler-word-processingProcess filler word annotations to generate video edit lists
benchflow-ai / whisper-transcriptionTranscribe audio/video to text with word-level timestamps using OpenAI Whisper
benchflow-ai / grpoReference for the GRPO (Group Relative Policy Optimization) algorithm
benchflow-ai / timeseries-detrendingTools and techniques for detrending time series data in macroeconomic analysis
benchflow-ai / economic-dispatchGenerator economic dispatch and cost optimization for power systems
benchflow-ai / locational-marginal-pricesExtract locational marginal prices (LMPs) from DC-OPF solutions using dual values
benchflow-ai / light-curve-preprocessingPreprocessing and cleaning techniques for astronomical light curves
benchflow-ai / lomb-scargle-periodogramLomb-Scargle periodogram for finding periodic signals in unevenly sampled time series data
benchflow-ai / nws-flood-thresholdsDownload flood stage thresholds from NWS (National Weather Service)
benchflow-ai / usgs-data-downloadDownload water level data from USGS using the dataretrieval package
benchflow-ai / conditioningData conditioning techniques for gravitational wave detector data
benchflow-ai / imc-tuning-rulesCalculate PI/PID controller gains using Internal Model Control (IMC) tuning rules for first-order systems.
benchflow-ai / scipy-curve-fitUse scipy.optimize.curve_fit for nonlinear least squares parameter estimation from experimental data.
benchflow-ai / pca-decompositionReduce dimensionality of multivariate data using PCA with varimax rotation
benchflow-ai / custom-distance-metricsDefine custom distance/similarity metrics for clustering and ML algorithms
benchflow-ai / ffmpeg-audio-processingExtract, normalize, mix, and process audio tracks - audio manipulation and analysis
benchflow-ai / ffmpeg-format-conversionConvert media files between formats - video containers, audio formats, and codec transcoding
benchflow-ai / ffmpeg-media-infoAnalyze media file properties - duration, resolution, bitrate, codecs, and stream information
benchflow-ai / ffmpeg-video-filtersApply video filters - scale, crop, watermark, speed, blur, and visual effects
