Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision,...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
8,093 技能
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for...
Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair,...
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search....
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of...
Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory...
Look up current research information using Perplexity's Sonar Pro or Sonar Reasoning Pro models through OpenRouter....
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel),...
Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions,...
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding,...
Create publication-quality scientific diagrams using Nano Banana Pro AI with iterative refinement. AI generation is...
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification,...
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this...
This skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq,...
Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE,...
World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems....
World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure....
World-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. Expertise...
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product...
Comprehensive security engineering skill for application security, penetration testing, security architecture, and...
Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic...
Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k...
Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs,...
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining...