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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:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Predibase Lorax Structured JSON Output
Principles
- Principle:Danijar Dreamerv3 Distributed Actor Inference
- Principle:Apache Hudi Schema Change Execution
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:Nautechsystems Nautilus trader Data Event Handling
- Principle:Alibaba ROLL Teacher Forward Inference
- Principle:Guardrails ai Guardrails Dev Server Launch
- Principle:DistrictDataLabs Yellowbrick Decision Boundary Visualization
- Principle:Scikit learn Scikit learn Scoring Configuration
- Principle:ClickHouse ClickHouse CI Pipeline Execution
- Principle:FMInference FlexLLMGen Distributed Checkpoint Management
Implementations
- Implementation:Duckdb Duckdb Extension Upload Single
- Implementation:Vllm project Vllm Speculative Config Dict
- Implementation:Datajuicer Data juicer ImageShapeFilter
- Implementation:Explodinggradients Ragas Collections SemanticSimilarity Metric
- Implementation:Datajuicer Data juicer RayExporter Export
- Implementation:Microsoft Playwright PipeTransport
- Implementation:LLMBook zh LLMBook zh github io AutoPeftModelForCausalLM Merge And Unload
- Implementation:Facebookresearch Habitat lab Timing
- Implementation:Promptfoo Promptfoo Logger Browser
- Implementation:Huggingface Trl SFTTrainer Init
Heuristics
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Rapidsai Cuml Quantile Split Differences
Environments
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Intel Ipex llm Windows Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed