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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:Treeverse LakeFS Data Version Control With Branches
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
Principles
- Principle:Treeverse LakeFS S3 Path Mapping
- Principle:CARLA simulator Carla NPC Vehicle Configuration
- Principle:Langgenius Dify NavigationPatterns
- Principle:ARISE Initiative Robomimic Environment Reconstruction
- Principle:Webdriverio Webdriverio Performance Reporting
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:Snorkel team Snorkel Labeling Function Application
- Principle:TA Lib Ta lib python Installation Verification
- Principle:Scikit learn Scikit learn Learning Curve Analysis
- Principle:Mlflow Mlflow Prompt Registration
Implementations
- Implementation:Dotnet Machinelearning FactorizationMachineCore
- Implementation:HKUDS AI Trader Calculate Portfolio Values
- Implementation:Sgl project Sglang Chat Completions Streaming
- Implementation:Langfuse Langfuse Score Application Validation
- Implementation:Infiniflow Ragflow RAGFlowAvatar Component
- Implementation:Apache Paimon TableSnapshot
- Implementation:ClickHouse ClickHouse Poco NetworkInterface
- Implementation:Huggingface Datatrove BaseMediaWriter
- Implementation:ContextualAI HALOs AutoModelForBradleyTerry From Pretrained
- Implementation:FlowiseAI Flowise ExportImport
Heuristics
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
Environments
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Obss Sahi Python Image Processing
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Allenai Open instruct Ray Distributed
- Environment:FMInference FlexLLMGen NVMe Disk