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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:Run llama Llama index RAG Query Pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Langgenius Dify Workflow Builder and Execution
Principles
- Principle:Apache Paimon Atomic Commit
- Principle:Apache Hudi CI Parallel Test Orchestration
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Pyro ppl Pyro MCMC Numerical Methods
- Principle:LaurentMazare Tch rs Operator Overloading
- Principle:Duckdb Duckdb Serialization Code Generation
- Principle:Apache Airflow Configuration Resolution
- Principle:Langgenius Dify ShallowRouting
- Principle:Apache Beam Worker Initialization
- Principle:Openclaw Openclaw Reply Delivery
Implementations
- Implementation:Datahub project Datahub Datahub Client Dependency
- Implementation:Huggingface Datasets Sql Builder
- Implementation:Treeverse LakeFS CreateTag
- Implementation:Helicone Helicone Prompt Types
- Implementation:CrewAIInc CrewAI RAG PDF Loader
- Implementation:Deepset ai Haystack DocumentMRREvaluator
- Implementation:Truera Trulens OpenAI Provider
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:CARLA simulator Carla ROS2 Native Example
- Implementation:NVIDIA TransformerEngine JAX Sharding
Heuristics
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
Environments
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Togethercomputer Together python API Credentials