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1,118
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:Google deepmind Mujoco Model compilation and conversion
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Wandb Weave SDK Release
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
Principles
- Principle:Tensorflow Tfjs Converter Installation
- Principle:Eventual Inc Daft Pandas Export
- Principle:DevExpress Testcafe CDP Browser Control
- Principle:Arize ai Phoenix Application Instrumentation
- Principle:Rapidsai Cuml Support Vector Machines
- Principle:Heibaiying BigData Notes HBase Data Deletion
- Principle:Iterative Dvc Plot Output Rendering
- Principle:Roboflow Rf detr Model Computational Profiling
- Principle:Sail sg LongSpec Distributed Training
- Principle:Mit han lab Llm awq NVILA Model Construction
Implementations
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Config
- Implementation:Treeverse LakeFS Java SDK Model IcebergLocalTable
- Implementation:Snorkel team Snorkel SlicingFunction Init
- Implementation:Risingwavelabs Risingwave Handle Create Source
- Implementation:ArroyoSystems Arroyo Debezium Extension
- Implementation:Explodinggradients Ragas RagasTracer Callbacks
- Implementation:NVIDIA TransformerEngine TE Distributed Checkpoint
- Implementation:Tensorflow Serving Multi Inference Test
- Implementation:Microsoft Semantic kernel InMemoryVectorStore
- Implementation:Langgenius Dify ModifyDocMetadata
Heuristics
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
Environments
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Sgl project Sglang Triton
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Apache Dolphinscheduler Java Runtime