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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:Lm sys FastChat MT Bench Evaluation
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Apache Airflow Kubernetes Deployment via Helm
Principles
- Principle:Protectai Llm guard API Application Factory
- Principle:Microsoft Onnxruntime Model Conversion to ONNX
- Principle:Apache Shardingsphere Persistence Facade Construction
- Principle:Avdvg InjectGuard Similarity Search Detection
- Principle:Iterative Dvc DVC Metafile Serialization
- Principle:SeldonIO Seldon core Monitoring Component Deployment
- Principle:Openai Openai agents python Approval Processing
- Principle:Apache Paimon Indexed Split Result Retrieval
- Principle:Huggingface Diffusers Model Publishing
- Principle:Mlc ai Web llm Function Calling Model Selection
Implementations
- Implementation:Microsoft DeepSpeedExamples PreLN Bert LayerDrop Modeling
- Implementation:BerriAI Litellm Custom Prompt Management Template
- Implementation:Apache Druid Integration Test Runner
- Implementation:Mlc ai Mlc llm Serve Data Header
- Implementation:Apache Paimon RestException
- Implementation:Arize ai Phoenix Evals Public API
- Implementation:BerriAI Litellm Lazy Imports Registry
- Implementation:Marker Inc Korea AutoRAG Extract Best Config
- Implementation:Apache Druid ExpressionMenu
- Implementation:CrewAIInc CrewAI RAG PostgreSQL Loader
Heuristics
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
Environments
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Vllm project Vllm GitHub
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Volcengine Verl Python Core Dependencies