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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:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Unstructured IO Unstructured Performance Profiling
Principles
- Principle:Mlc ai Web llm Extension Service Worker
- Principle:Unstructured IO Unstructured Basic Chunking
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:Openclaw Openclaw Skill Loading
- Principle:Shiyu coder Kronos Qlib Experiment Configuration
- Principle:Eventual Inc Daft Arrow Export
- Principle:Huggingface Diffusers DreamBooth Export
- Principle:Huggingface Datatrove Data Inspection
- Principle:Nautechsystems Nautilus trader Order Position Event Handling
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling
Implementations
- Implementation:Openclaw Openclaw AgentBinding Type
- Implementation:Huggingface Trl GRPOTrainer Train Loop
- Implementation:EvolvingLMMs Lab Lmms eval SciBench Utils
- Implementation:Apache Beam FanOutStreamingEngineWorkerHarness
- Implementation:ArroyoSystems Arroyo Mqtt Connector
- Implementation:Alibaba MNN ExecutorScope
- Implementation:Scikit learn Scikit learn NumpyDocScrape
- Implementation:Promptfoo Promptfoo Strategies Data Catalog
- Implementation:Langgenius Dify FetchIndexingEstimate
- Implementation:Apache Druid DestinationForm
Heuristics
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Tensorflow Serving Build Environment