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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:SeldonIO Seldon core Inference Pipeline
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Huggingface Optimum Model Export
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:ContextualAI HALOs LM Eval Benchmarking
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
- Principle:Spotify Luigi Database Load Verification
- Principle:Alibaba ROLL Qwen3 Omni Multimodal Model
- Principle:Langgenius Dify SecureWindowOpening
- Principle:Lance format Lance Approximate Nearest Neighbor Search
- Principle:Ggml org Llama cpp Model Serialization
- Principle:ClickHouse ClickHouse ELF Program Header Caching
- Principle:Pyro ppl Pyro Normalizing Flow Integration
- Principle:Zai org CogVideo T2V Pipeline Loading
Implementations
- Implementation:Arize ai Phoenix Legacy BaseModel
- Implementation:Huggingface Datasets DatasetDict Push To Hub
- Implementation:Open compass VLMEvalKit VideoMME Utils
- Implementation:Open compass VLMEvalKit MMHelix Bridges Eval
- Implementation:Microsoft Onnxruntime InferenceSession Run For Validation
- Implementation:Sdv dev SDV PARSynthesizer Init
- Implementation:Ggml org Ggml Hexagon act ops
- Implementation:Ollama Ollama FromChatRequest
- Implementation:ArroyoSystems Arroyo Recovering State
- Implementation:Ggml org Llama cpp Batch Header
Heuristics
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
Environments
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Ray project Ray Java Build Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment