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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:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Lance format Lance Version Management
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Kornia Kornia Differentiable Image Augmentation
Principles
- Principle:Heibaiying BigData Notes Spark TempView and SQL
- Principle:OWASP Www project top 10 for large language model applications Translation Quality Review
- Principle:OpenRLHF OpenRLHF Process Reward Model Training
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Bigscience workshop Petals Interactive Generation
- Principle:Farama Foundation Gymnasium Functional Environment API
- Principle:Online ml River Streaming Anomaly Datasets
- Principle:Huggingface Open r1 Configuration Parsing
- Principle:OpenHands OpenHands Payload Parsing
- Principle:Langgenius Dify Production Deployment
Implementations
- Implementation:Treeverse LakeFS Authentication API Spec
- Implementation:Pyro ppl Pyro Trace ELBO Loss
- Implementation:Tencent Ncnn Onnx2ncnn
- Implementation:Google deepmind Mujoco Platform Step Control
- Implementation:ARISE Initiative Robosuite MujocoObject Base
- Implementation:Openclaw Openclaw PluginsConfig SkillsConfig Types
- Implementation:Lance format Lance BlobBuilder
- Implementation:Allenai Open instruct HFDataLoader
- Implementation:Cleanlab Cleanlab TC Get Label Quality Scores
- Implementation:Lm sys FastChat Topic Clustering
Heuristics
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Alibaba ROLL KL Coefficient Tuning
Environments
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Datahub project Datahub Frontend Build
- Environment:Obss Sahi Python Image Processing
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Tensorflow Serving GPU CUDA Environment