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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:Dagster io Dagster RAG Pipeline
- Workflow:Onnx Onnx Model Validation
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
Principles
- Principle:Confident ai Deepeval Synthetic Data Synthesis
- Principle:Pola rs Polars SQL Query Execution
- Principle:Obss Sahi Full Image Detection
- Principle:MaterializeInc Materialize MCP Tool Discovery
- Principle:Helicone Helicone Result Type Pattern
- Principle:Wandb Weave Release Push
- Principle:Protectai Llm guard Code Snippet Detection
- Principle:Pola rs Polars SQL Data Registration
- Principle:Apache Dolphinscheduler DataSource Processor Implementation
- Principle:Groq Groq python Vector Extraction
Implementations
- Implementation:Huggingface Datasets Dill Pickler
- Implementation:InternLM Lmdeploy GemmUniversalSm90
- Implementation:Webdriverio Webdriverio MSPO Optimizer
- Implementation:Zai org CogVideo Trainer Train
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Linear Scale
- Implementation:Lucidrains X transformers DPO Policy Model Evaluation
- Implementation:Rapidsai Cuml Cluster Evaluation Metrics
- Implementation:Triton inference server Server Optimal Config Application
- Implementation:Zai org CogVideo SAT Convert Weight
- Implementation:Vllm project Vllm Structured Output Parsing
Heuristics
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
Environments
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime