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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:Groq Groq python Streaming Chat Completion
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:PeterL1n BackgroundMattingV2 Model export
Principles
- Principle:BerriAI Litellm Monitoring Operations
- Principle:Apache Druid Visualization Module Selection
- Principle:Explodinggradients Ragas Results Analysis
- Principle:Hiyouga LLaMA Factory Sequence Packing Theory
- Principle:Open compass VLMEvalKit Dataset Registration
- Principle:Huggingface Open r1 Training Callbacks
- Principle:LaurentMazare Tch rs Operator Overloading
- Principle:Allenai Open instruct Reward Extraction
- Principle:Pytorch Serve LLM Quick Start
- Principle:Treeverse LakeFS Java SDK API Operations
Implementations
- Implementation:Speechbrain Speechbrain Prepare Switchboard Tokenizer
- Implementation:Bentoml BentoML Framework PyTorch Lightning
- Implementation:Alibaba MNN Protobuf Map Entry Lite H
- Implementation:Triton inference server Server MultiServerTest
- Implementation:CrewAIInc CrewAI Memory Subsystem
- Implementation:MaterializeInc Materialize Deploy Promote Pattern
- Implementation:Langfuse Langfuse ClickHouse Dev Tables Script
- Implementation:BerriAI Litellm HashiCorp Secret Manager
- Implementation:MaterializeInc Materialize Annotate Logged Errors
- Implementation:Open compass VLMEvalKit QBench Video
Heuristics
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Datahub project Datahub Validation Across All APIs
Environments
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Huggingface Datasets Search Dependencies
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:DevExpress Testcafe Chrome Browser
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment