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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:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Apache Shardingsphere Shadow Database Routing
Principles
- Principle:ArroyoSystems Arroyo UDF Authoring
- Principle:Huggingface Datasets WebDataset Building
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:Togethercomputer Together python Batch Result Retrieval
- Principle:Microsoft Agent framework Human in the Loop Request
- Principle:Apache Kafka Release Branch Preparation
- Principle:Spcl Graph of thoughts Thought Scoring
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Google deepmind Mujoco Engine Utilities
- Principle:Allenai Open instruct Actor Coordination
Implementations
- Implementation:Risingwavelabs Risingwave MySqlOffsetContext
- Implementation:Online ml River Tree HoeffdingTree
- Implementation:NVIDIA DALI C API V2 Pipeline Tests
- Implementation:Tencent Ncnn C API
- Implementation:TobikoData Sqlmesh Models Page
- Implementation:Kornia Kornia Lovasz Hinge Loss
- Implementation:Openai Openai node Pagination
- Implementation:VainF Torch Pruning GroupTaylorImportance
- Implementation:Alibaba ROLL Comparison GPT4 Data Zh
- Implementation:Protectai Llm guard API Endpoints
Heuristics
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
Environments
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Spotify Luigi Tornado Web Server
- Environment:Lucidrains X transformers Python Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Online ml River Build Toolchain