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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:Langgenius Dify App Creation and Configuration
- Workflow:Wandb Weave SDK Release
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Onnx Onnx Model Composition
- Workflow:Groq Groq python Chat Completion
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:ContextualAI HALOs Online Iterative Alignment
Principles
- Principle:Alibaba ROLL SFT Configuration
- Principle:Apache Shardingsphere In Memory Rule Rebuild
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:NVIDIA DALI Custom Operator Class Definition
- Principle:SeleniumHQ Selenium Pull Request Submission
- Principle:Isaac sim IsaacGymEnvs Results Collection
- Principle:Apache Airflow Branch Preparation
- Principle:Huggingface Datasets Parquet Import
- Principle:Neuml Txtai Agent Tool Definition
- Principle:Tensorflow Serving gRPC Service Stubs
Implementations
- Implementation:Neuml Txtai Reducer
- Implementation:Ggml org Llama cpp Regex Partial
- Implementation:Ucbepic Docetl Directive DocChunkingTopK
- Implementation:Mage ai Mage ai Front Client
- Implementation:Protectai Llm guard Deanonymize
- Implementation:Arize ai Phoenix Evals Rate Limiters
- Implementation:NVIDIA DALI TF Plugin Loader
- Implementation:Microsoft Playwright Recorder SetMode
- Implementation:Bentoml BentoML Nerdctl Backend
- Implementation:Tensorflow Tfjs Tf LoadLayersModel
Heuristics
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Triton inference server Server Concurrency Throughput Rule
Environments
- Environment:Intel Ipex llm Build Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Triton inference server Server GPU CUDA Runtime