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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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| Category | Description | Browse |
|---|---|---|
| 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:Mistralai Client python GCP Chat Completion
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Huggingface Peft Prompt Tuning Classification
Principles
- Principle:LaurentMazare Tch rs Tensor Shape Abstraction
- Principle:Lucidrains X transformers Autoregressive Text Generation
- Principle:Vespa engine Vespa Embedding Generation
- Principle:Neuml Txtai API Server Bootstrap
- Principle:Huggingface Trl PPO Training Loop
- Principle:Ggml org Llama cpp ResourceManagement
- Principle:Guardrails ai Guardrails HubPackageManagement
- Principle:Triton inference server Server HTTP Server Architecture
- Principle:ContextualAI HALOs AlpacaEval Benchmarking
- Principle:Princeton nlp Tree of thought llm Experiment Configuration
Implementations
- Implementation:Triton inference server Server L0 Metrics Test
- Implementation:CARLA simulator Carla Navigation
- Implementation:Haotian liu LLaVA Make Delta
- Implementation:Microsoft Playwright LaunchContext CLI
- Implementation:Sgl project Sglang Kernel Utils Header
- Implementation:Vibrantlabsai Ragas SimpleCriteriaScore
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Supporting Models
- Implementation:Webdriverio Webdriverio RequestQueueHandler Class
- Implementation:Neuml Txtai AudioStream
- Implementation:CrewAIInc CrewAI Crew Hierarchical Constructor
Heuristics
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
Environments
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Sgl project Sglang Performance Dashboard