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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:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Snorkel team Snorkel Slice Aware Training
Principles
- Principle:Romsto Speculative Decoding Interactive CLI
- Principle:Apache Hudi Schema Compatibility Verification
- Principle:Anthropics Anthropic sdk python Provider Client Initialization
- Principle:Farama Foundation Gymnasium REINFORCE Policy Gradient
- Principle:Haosulab ManiSkill Gymnasium Wrappers
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling
- Principle:OpenGVLab InternVL Gradio Chat Serving
- Principle:Shiyu coder Kronos CSV Dataset Handling
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:Apache Kafka Squash Merge
Implementations
- Implementation:Mlc ai Mlc llm EngineConfig
- Implementation:MaterializeInc Materialize ResolvedImage Build Push
- Implementation:SeleniumHQ Selenium Language AGENTS Conventions
- Implementation:Lance format Lance LegacyPrimitiveEncoding
- Implementation:Sgl project Sglang SM100 MLA Tile Scheduler
- Implementation:SeleniumHQ Selenium Sizzle
- Implementation:Sktime Pytorch forecasting sLSTMCell
- Implementation:Ggml org Ggml Sycl softmax
- Implementation:Avhz RustQuant Implied Volatility
- Implementation:Risingwavelabs Risingwave JDBCSinkConfig
Heuristics
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
Environments
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization