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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:Microsoft Onnxruntime ORTModule Training
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Fastai Fastbook Image Classification
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Apache Druid SQL Query Execution
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
Principles
- Principle:Axolotl ai cloud Axolotl Model Saving
- Principle:Vespa engine Vespa Text Transformation
- Principle:ARISE Initiative Robosuite Object Modeling
- Principle:Ggml org Llama cpp LoRA Adapter Acquisition
- Principle:Speechbrain Speechbrain Mixture Dataset Preparation
- Principle:Haosulab ManiSkill Digital Twin Construction
- Principle:Triton inference server Server Ensemble Validation
- Principle:Openai Openai python Training Data Preparation
- Principle:Togethercomputer Together python Endpoint Management
- Principle:Roboflow Rf detr ONNX Runtime Validation
Implementations
- Implementation:Huggingface Datatrove LangStats
- Implementation:Haosulab ManiSkill TrimeshUtils
- Implementation:ClickHouse ClickHouse Phdr Cache
- Implementation:Pola rs Polars Str to Date Datetime
- Implementation:Apache Paimon RenamingSnapshotCommit
- Implementation:Isaac sim IsaacGymEnvs Load Asset Meshes In Warp
- Implementation:HKUDS AI Trader Get Agent System Prompt
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryFileResponseModel
- Implementation:BerriAI Litellm Proxy Request Processing
- Implementation:Axolotl ai cloud Axolotl HFRLTrainerBuilder Build
Heuristics
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
Environments
- Environment:Getgauge Taiko Docker Container
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Vllm project Vllm Buildkite
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Nautechsystems Nautilus trader Databento API Credentials