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Revision as of 14:32, 22 February 2026
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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Browse by Category
| 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:Huggingface Diffusers Video Generation
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Iterative Dvc Plot Visualization
Principles
- Principle:Langchain ai Langgraph Graph Module Definition
- Principle:Ollama Ollama Structured Output
- Principle:Deepset ai Haystack Pipeline Orchestration
- Principle:Isaac sim IsaacGymEnvs Asymmetric Actor Critic
- Principle:Ggml org Llama cpp Common API
- Principle:Shiyu coder Kronos Tokenizer Loading
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
- Principle:Evidentlyai Evidently Text Quality Reporting
- Principle:MaterializeInc Materialize Deployment Configuration Update
- Principle:Turboderp org Exllamav2 CLI Model Initialization
Implementations
- Implementation:Vllm project Vllm Torch Bindings
- Implementation:LaurentMazare Tch rs Sparse Adam
- Implementation:Online ml River Forest ARFClassifier
- Implementation:Avhz RustQuant CurveModel Trait
- Implementation:Openai Openai python Azure Client
- Implementation:Apache Paimon CatalogOptions
- Implementation:Infiniflow Ragflow TagFeatureItem Component
- Implementation:MarketSquare Robotframework browser Call Js Keyword
- Implementation:Microsoft Playwright Page Route
- Implementation:Mlflow Mlflow Set Model Version Tag
Heuristics
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Langgenius Dify Celery Queue Separation
Environments
- Environment:Apache Airflow Docker Container Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Openai Openai python Voice Helpers