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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:Apache Flink Hybrid Source Switching
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Lm sys FastChat Distributed Model Serving
Principles
- Principle:Scikit learn Scikit learn Random Forest Classification
- Principle:Gretelai Gretel synthetics Batch Data Export
- Principle:Lm sys FastChat Language Based Filtering
- Principle:ARISE Initiative Robomimic Observation Visualization Debugging
- Principle:Huggingface Trl PPO Multi Model Loading
- Principle:Facebookresearch Audiocraft Audio Watermark Training
- Principle:DevExpress Testcafe Smart Assertions
- Principle:Huggingface Datasets Streaming Skip
- Principle:TobikoData Sqlmesh Production Promotion
- Principle:Helicone Helicone Platform Statistics
Implementations
- Implementation:NVIDIA TransformerEngine TEGemmaDecoderLayer
- Implementation:Datajuicer Data juicer ImageSegmentMapper
- Implementation:Facebookresearch Audiocraft LMModel generate
- Implementation:Deepseek ai Janus CFG Input Preparation Flow
- Implementation:Huggingface Transformers Add Adapter
- Implementation:Hpcaitech ColossalAI PolicyLoss
- Implementation:Puppeteer Puppeteer Browser NewPage
- Implementation:Bigscience workshop Petals AdamW And Scheduler
- Implementation:Isaac sim IsaacGymEnvs HRLAgent
- Implementation:Farama Foundation Gymnasium Play
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Snorkel team Snorkel Minimum Three LFs
Environments
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Wandb Weave Trace Server Infrastructure