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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:Mlflow Mlflow GenAI Evaluation
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Mlc ai Mlc llm Python Engine Inference
Principles
- Principle:Alibaba ROLL RLVR Dataset Preparation
- Principle:Norrrrrrr lyn WAInjectBench Environment Setup
- Principle:Scikit learn Scikit learn Naive Bayes Classification
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Calling
- Principle:Run llama Llama index Agent Execution
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Openclaw Openclaw Persona Customization
- Principle:PacktPublishing LLM Engineers Handbook Batch Inference Generation
- Principle:Webdriverio Webdriverio XML Processing
- Principle:Kubeflow Kubeflow Issue Routing Configuration
Implementations
- Implementation:Unslothai Unsloth FastLanguageModel From Pretrained
- Implementation:Online ml River Cluster TextClust
- Implementation:Cypress io Cypress OTLPTraceExporter
- Implementation:Microsoft Playwright Client Dialog
- Implementation:Mage ai Mage ai Chargebee Client
- Implementation:Datajuicer Data juicer VideoCaptioningFromVLMMapper
- Implementation:Anthropics Anthropic sdk python BetaRawContentBlockStartEvent
- Implementation:Datajuicer Data juicer PunctuationNormalizationMapper
- Implementation:Google deepmind Dm control Parse AMC
- Implementation:Huggingface Datatrove ContaminationStats
Heuristics
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:Rapidsai Cuml Dask Distributed
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Apache Hudi Flink Runtime Environment