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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:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:OpenRLHF OpenRLHF Reward Model Training
Principles
- Principle:FMInference FlexLLMGen Runtime Utility Functions
- Principle:NVIDIA DALI PyTorch Data Output
- Principle:Infiniflow Ragflow LLM Provider Initialization
- Principle:Haotian liu LLaVA LoRA Configuration
- Principle:Fastai Fastbook Text Classifier Training
- Principle:CarperAI Trlx Reward Function Design
- Principle:Mlflow Mlflow Scorer Definition
- Principle:Apache Airflow Task Instance State
- Principle:EvolvingLMMs Lab Lmms eval PassAtK Evaluation
- Principle:Scikit learn contrib Imbalanced learn SVM Borderline Oversampling
Implementations
- Implementation:Apache Hudi CompactionCommitSink Invoke
- Implementation:Apache Druid HistoryDialog
- Implementation:AUTOMATIC1111 Stable diffusion webui CheckpointInfo
- Implementation:Ucbepic Docetl ExperimentSimpleAgent
- Implementation:Unstructured IO Unstructured Chunk Elements
- Implementation:FlowiseAI Flowise Sidebar
- Implementation:Spotify Luigi SGEJobTask
- Implementation:Huggingface Datasets ClassLabel
- Implementation:SeleniumHQ Selenium Grid Status Endpoint
- Implementation:Guardrails ai Guardrails Guard Call Stream
Heuristics
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Ggml org Ggml Quantization Type Selection
Environments
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Kserve Kserve Gateway API
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:PacktPublishing LLM Engineers Handbook API Credentials