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1,118
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 Dolphinscheduler Workflow Failover Recovery
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
Principles
- Principle:Langchain ai Langchain Release Preparation
- Principle:Microsoft LoRA NLG Environment Setup
- Principle:Microsoft Agent framework Python Workspace Configuration
- Principle:Apache Paimon Target Table Preparation
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:Openai Whisper Word Boundary Detection
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:Apache Paimon REST Catalog Protocol
- Principle:OpenGVLab InternVL Gradient Compression
- Principle:Microsoft Autogen Swarm Execution
Implementations
- Implementation:Treeverse LakeFS Java SDK Model IcebergRemoteTable
- Implementation:Scikit learn Scikit learn LinearClassifierMixin Predict
- Implementation:Microsoft DeepSpeedExamples Tensor Parallel Bench Length Padding
- Implementation:DataTalksClub Data engineering zoomcamp Docker Build Run
- Implementation:Tencent Ncnn Mat Pixel Resize
- Implementation:CrewAIInc CrewAI Tool Decorator And Classes
- Implementation:Openai Openai python Response Input File Content Param
- Implementation:Spotify Luigi BeamDataflowTask
- Implementation:Deepspeedai DeepSpeed RISCV SHM
- Implementation:Apache Druid ParseTimeTable
Heuristics
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
Environments
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Protectai Modelscan Python Core Runtime
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Wandb Weave Python SDK Runtime