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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:Openai Openai node Chat Completion
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Infiniflow Ragflow Chunk Management
- Principle:Facebookresearch Audiocraft Latent Decoding and Audio Output
- Principle:Confident ai Deepeval Batch Evaluation Execution
- Principle:PrefectHQ Prefect Worker Configuration
- Principle:Recommenders team Recommenders Benchmark Prediction Generation
- Principle:Rapidsai Cuml Regression Evaluation
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:Mistralai Client python Finetuning Job Creation
- Principle:Ggml org Llama cpp Terminal IO
- Principle:Wandb Weave Call Execution
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval TUI Web Dependencies
- Implementation:PacktPublishing LLM Engineers Handbook Reranker Generate
- Implementation:BerriAI Litellm Batch Completion
- Implementation:Protectai Llm guard Output Scanner Factory
- Implementation:Open compass VLMEvalKit Dynamath
- Implementation:Interpretml Interpret Cpu 64
- Implementation:NVIDIA NeMo Aligner Retrieve Model State Dict
- Implementation:Apache Airflow BaseOperator Interface
- Implementation:Predibase Lorax Punica Ops Bindings
- Implementation:Predibase Lorax FP8 Linear
Heuristics
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
Environments
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Ollama Ollama Go Runtime