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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:CrewAIInc CrewAI Crew Training And Testing
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
Principles
- Principle:Huggingface Datatrove Ray Distributed Execution
- Principle:Ggml org Ggml Graph Memory Allocation
- Principle:Microsoft Agent framework YAML Agent Schema
- Principle:Scikit learn Scikit learn Neural Networks
- Principle:Huggingface Datasets Row Count Inspection
- Principle:Apache Druid Query Context Configuration
- Principle:Zai org CogVideo SAT Model Initialization
- Principle:LLMBook zh LLMBook zh github io Loss Masking Tokenization
- Principle:Protectai Llm guard Observability Instrumentation
- Principle:Marker Inc Korea AutoRAG Pipeline Runner Init
Implementations
- Implementation:Treeverse LakeFS Java SDK Model ObjectStats
- Implementation:CARLA simulator Carla ActorDefinition
- Implementation:Explodinggradients Ragas MetricBasePrompt Class
- Implementation:Hpcaitech ColossalAI SimpleProducer
- Implementation:Speechbrain Speechbrain Prepare RescueSpeech Root
- Implementation:Hiyouga LLaMA Factory WebUI Chatter
- Implementation:Apache Paimon GenericRow
- Implementation:Microsoft Autogen Studio Auth Models
- Implementation:Helicone Helicone GetMappedContent
- Implementation:NVIDIA DALI FITS Header
Heuristics
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
Environments
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Apache Spark Python Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies