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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:MaterializeInc Materialize dbt Integration
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Deepset ai Haystack Extractive QA Pipeline
Principles
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:Eventual Inc Daft Class UDF
- Principle:Dagster io Dagster Rate Limiting Strategy
- Principle:Alibaba ROLL Context Parallel Communication
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Haifengl Smile Model Discovery
- Principle:Helicone Helicone Unified Model Layer
- Principle:Microsoft Autogen Round Robin Orchestration
- Principle:Sktime Pytorch forecasting Series Decomposition
- Principle:Openai Whisper Dynamic Time Warping
Implementations
- Implementation:Deepspeedai DeepSpeed ZeRO3 DeepCompile
- Implementation:Spotify Luigi MSSqlTarget
- Implementation:InternLM Lmdeploy LogitsProcessor
- Implementation:Marker Inc Korea AutoRAG GradioRunner Run Web
- Implementation:OpenHands OpenHands RadioGroup
- Implementation:Kornia Kornia Normalize
- Implementation:Apache Hudi Run Spark Hudi Script
- Implementation:Run llama Llama index Evaluator Init
- Implementation:Neuml Txtai ToolFactory Create
- Implementation:Ollama Ollama Llama KV Cache ISWA Types
Heuristics
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Treeverse LakeFS Batch Delay Tuning
Environments
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Sgl project Sglang Distributed
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime