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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:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Predibase Lorax Server Deployment
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
Principles
- Principle:MaterializeInc Materialize Pipeline Bootstrap
- Principle:Kornia Kornia Edge Postprocessing
- Principle:Bentoml BentoML Cloud Authentication
- Principle:Haifengl Smile DataFrame Inspection
- Principle:Alibaba ROLL Supervised Training Loop
- Principle:Infiniflow Ragflow Server Startup
- Principle:ChenghaoMou Text dedup Pipeline Configuration
- Principle:Sgl project Sglang Multimodal Prompt Construction
- Principle:Truera Trulens Record Trace Tree Visualization
- Principle:Apache Dolphinscheduler Frontend Build Toolchain
Implementations
- Implementation:Apache Druid Query Context Completions
- Implementation:Alibaba MNN FlatBuffers IDL Gen PHP
- Implementation:Mlflow Mlflow Install Binary Tools
- Implementation:Roboflow Rf detr Roboflow Inference SDK
- Implementation:Helicone Helicone MapperBuilder PathMapper
- Implementation:Togethercomputer Together python Check File
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
- Implementation:Langfuse Langfuse API Metrics V2 Schema
- Implementation:ClickHouse ClickHouse Dpkg Rpm Install
- Implementation:NVIDIA NeMo Aligner Attribute Annotate
Heuristics
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Openai Evals Thread Tuning
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
Environments
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Mlc ai Mlc llm WebGPU Browser Environment