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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:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
Principles
- Principle:FlagOpen FlagEmbedding Evaluation Model Loading
- Principle:Pola rs Polars Python Binding Configuration
- Principle:Farama Foundation Gymnasium Environment Error Handling
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:Datahub project Datahub Entity Upsert
- Principle:Microsoft Agent framework Workflow Event Streaming
- Principle:Apache Druid SQL Input Source Selection
- Principle:Sktime Pytorch forecasting TFT Model Instantiation
- Principle:Interpretml Interpret Synthetic Data
Implementations
- Implementation:Apache Druid TimezoneMenuItems
- Implementation:Apache Paimon TimeUtils
- Implementation:Truera Trulens RecordInfo Component
- Implementation:Apache Druid ParseTimeTable
- Implementation:Arize ai Phoenix Evals Public API
- Implementation:Infiniflow Ragflow DataflowResultHooks
- Implementation:Arize ai Phoenix PromptVersionTags Create
- Implementation:Interpretml Interpret PseudoHuberRegressionObjective
- Implementation:AUTOMATIC1111 Stable diffusion webui User Metadata Editor
- Implementation:LMCache LMCache Infinistore Connector
Heuristics
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Treeverse LakeFS Batch Delay Tuning
Environments
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Openai Openai node WebSocket Dependency
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Volcengine Verl Python Core Dependencies