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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:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Openai Evals Running a single eval
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Helicone Helicone LLM Response Normalization
Principles
- Principle:Huggingface Trl PEFT LoRA Configuration SFT
- Principle:Facebookresearch Audiocraft Training Checkpoint Resolution
- Principle:SeldonIO Seldon core Explainer Model Deployment
- Principle:OpenHands OpenHands LiteLLM Provisioning
- Principle:Arize ai Phoenix Experiment Result Analysis
- Principle:CrewAIInc CrewAI MCP Server Connection
- Principle:Astronomer Astronomer cosmos Dataset Lineage
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:OpenGVLab InternVL Benchmark Dispatch
Implementations
- Implementation:Vibrantlabsai Ragas NoiseSensitivity
- Implementation:Langgenius Dify Frontend Package
- Implementation:OWASP Www project top 10 for large language model applications GitHubActionChecker Check File
- Implementation:Google deepmind Dm control Parse AMC
- Implementation:Scikit learn Scikit learn BaseSVC
- Implementation:Apache Shardingsphere YamlEngine Unmarshal
- Implementation:Openai Openai python Response Failed Webhook
- Implementation:Interpretml Interpret DebugEbm
- Implementation:OpenGVLab InternVL VQA Batch Loader Inference
- Implementation:Langgenius Dify SingleNodeRun
Heuristics
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Huggingface Diffusers VAE Scaling Factors
Environments
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Pola rs Polars GPU Execution Environment