Main Page
27,667
Total Pages
1,118
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:Rapidsai Cuml GPU Clustering
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
Principles
- Principle:Triton inference server Server Performance Analysis
- Principle:Diagram of thought Diagram of thought Iterative Propose and Critique
- Principle:LMCache LMCache Worker Registration
- Principle:Dagster io Dagster Rate Limiting Strategy
- Principle:VainF Torch Pruning Group Norm Regularization
- Principle:Snorkel team Snorkel Labeling Function Analysis
- Principle:Huggingface Datasets Text Dataset Building
- Principle:Haosulab ManiSkill Physics Struct Abstraction
- Principle:Norrrrrrr lyn WAInjectBench Checkpoint Export
- Principle:Microsoft Autogen Swarm Orchestration
Implementations
- Implementation:Pytorch Serve Custom Sphinx Directives
- Implementation:Triton inference server Server AddCopyright
- Implementation:Explodinggradients Ragas Collections CHRFScore Metric
- Implementation:Langchain ai Langgraph AsyncSqliteSaver
- Implementation:Helicone Helicone Mitmproxy Mac
- Implementation:Ucbepic Docetl Blocking Utils
- Implementation:Infiniflow Ragflow UseAgentHistoryManager
- Implementation:Ollama Ollama Mtmd MiniCPMV
- Implementation:CrewAIInc CrewAI RAG JSON Loader
- Implementation:Googleapis Python genai CreateTuningJobConfig Setup
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Vllm project Vllm AMD ROCm
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Cohere ai Cohere python Cohere API Credentials