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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:Haifengl Smile SQL Analytics Pipeline
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Google deepmind Dm control Control Suite RL Training
Principles
- Principle:Webdriverio Webdriverio Browser Navigation and Interaction
- Principle:Kornia Kornia Edge Detection
- Principle:Sail sg LongSpec VLLM Inference Client
- Principle:Scikit learn contrib Imbalanced learn Dataset Imbalancing
- Principle:Sail sg LongSpec Hydra Configuration
- Principle:Mlfoundations Open flamingo Data Quality Filtering
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Mlc ai Web llm Extension Client Engine
- Principle:Volcengine Verl RLHF Data Preparation
- Principle:Apache Dolphinscheduler Server Lifecycle Management
Implementations
- Implementation:CrewAIInc CrewAI Serply News Search Tool
- Implementation:Elevenlabs Elevenlabs python GetPronunciationDictionaryMetadataResponse
- Implementation:Kubeflow Pipelines Pipeline Spec Protobuf
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Microsoft Playwright Tracing Start
- Implementation:Apache Paimon FormatTableScan
- Implementation:Risingwavelabs Risingwave Binding
- Implementation:ArroyoSystems Arroyo Data Fetching
- Implementation:Kornia Kornia SSIM3D Loss
- Implementation:Sktime Pytorch forecasting GridUpdateCallback
Heuristics
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
Environments
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Ggml org Ggml CUDA GPU Environment