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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Fastai Fastbook Image Classification
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Volcengine Verl Multi Turn Tool Use Training
Principles
- Principle:Deepseek ai Janus Prompt Formatting for Flow Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Groq Groq python Model Listing
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Openai Evals Custom Eval Implementation
- Principle:Openai Openai node Audio Transcription
- Principle:Ggml org Llama cpp Input Provenance Tracking
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Demonstration with Code Samples
Implementations
- Implementation:Webdriverio Webdriverio SpecReporter Utils
- Implementation:Protectai Llm guard Output BanSubstrings
- Implementation:Tensorflow Serving PrometheusExporter GeneratePage
- Implementation:CARLA simulator Carla ColorConverter
- Implementation:Haosulab ManiSkill InsertFlower
- Implementation:Microsoft Playwright CssTokenizer
- Implementation:Neuml Txtai HNSW ANN
- Implementation:Pytorch Serve Stable Diffusion Handler
- Implementation:Triton inference server Server L0 Logging Test
- Implementation:Apache Druid MakeTableQueryAndHints
Heuristics
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
Environments
- Environment:Haifengl Smile Java 25 Runtime
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Openai Whisper Triton