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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:BerriAI Litellm SDK Completion
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:InternLM Lmdeploy LLM API Server Deployment
Principles
- Principle:Volcengine Verl Multimodal Rollout Generation
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Haosulab ManiSkill GPU Parallelized Rollout
- Principle:Allenai Open instruct Checkpoint Saving
- Principle:Arize ai Phoenix Annotation Analysis
- Principle:Rapidsai Cuml Time Series Forecasting
- Principle:AUTOMATIC1111 Stable diffusion webui Training dataset preparation
- Principle:MarketSquare Robotframework browser JavaScript Extension Integration
- Principle:Kornia Kornia Inlier Extraction
- Principle:Online ml River Online Preprocessing
Implementations
- Implementation:InternLM Lmdeploy Pipeline Factory Pytorch
- Implementation:Sail sg LongSpec DeepSpeed Train Loop
- Implementation:Huggingface Datasets MetadataConfigs
- Implementation:Tensorflow Tfjs Exports Constraints
- Implementation:Allenai Open instruct DPO ExperimentConfig
- Implementation:Intel Ipex llm IpexLLMBgeEmbeddings And Chroma
- Implementation:Deepset ai Haystack TextFileToDocument
- Implementation:SeleniumHQ Selenium Closure Math Box
- Implementation:Predibase Lorax Merged Adapters Validators
- Implementation:SeleniumHQ Selenium Closure Timer
Heuristics
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
Environments
- Environment:LMCache LMCache Python Runtime
- Environment:Microsoft Autogen Studio Server Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Vllm project Vllm CUDA
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Vllm project Vllm CPU Runtime
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies