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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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|---|---|---|
| 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:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Online ml River Time Series Forecasting
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Ggml org Ggml Backend Accelerated Computation
Principles
- Principle:ArroyoSystems Arroyo Job Lifecycle
- Principle:FlagOpen FlagEmbedding LLM Representation Learning
- Principle:Apache Paimon Lance Column Projection
- Principle:Bentoml BentoML Async Execution Patterns
- Principle:Tensorflow Serving Version Promotion And Rollback
- Principle:Fastai Fastbook Tensor Fundamentals
- Principle:Huggingface Transformers Benchmark Statistics
- Principle:Norrrrrrr lyn WAInjectBench Image Dataset Format
- Principle:Explodinggradients Ragas RAG System Interface
- Principle:Cleanlab Cleanlab CleanLearning Initialization
Implementations
- Implementation:Farama Foundation Gymnasium Box Discrete Dict Spaces
- Implementation:Sgl project Sglang CUTLASS Epilogue Scale
- Implementation:Sgl project Sglang KVCache IO
- Implementation:Tensorflow Tfjs Rescaling Layer
- Implementation:SeldonIO Seldon core Seldon Pipeline Load
- Implementation:Tensorflow Serving Aspired Versions Manager Test
- Implementation:Danijar Dreamerv3 Make Replay
- Implementation:Datajuicer Data juicer EventLoggingMixin CheckpointManager
- Implementation:Risingwavelabs Risingwave DynClasses
- Implementation:PacktPublishing LLM Engineers Handbook Dataset Push To Hub
Heuristics
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
Environments
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Neuml Txtai Python Core Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Iterative Dvc Remote Storage Backends