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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:Apache Paimon Data Ingestion With Ray Sink
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Helicone Helicone Cost Calculation Pipeline
Principles
- Principle:Webdriverio Webdriverio Session Management
- Principle:Getgauge Taiko Text Field Selection
- Principle:ClickHouse ClickHouse Wide Integer Arithmetic
- Principle:Bigscience workshop Petals Model Evaluation
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:Huggingface Diffusers Quantization Configuration
- Principle:Apache Flink Committable Collection Coordination
- Principle:FlagOpen FlagEmbedding Cross Encoder Reranking
- Principle:Huggingface Diffusers Lazy Import Management
- Principle:Deepspeedai DeepSpeed Inference Engine Init
Implementations
- Implementation:Online ml River Docs Parse
- Implementation:Predibase Lorax Response Type
- Implementation:CrewAIInc CrewAI AI Mind Tool
- Implementation:MaterializeInc Materialize Scenario Run
- Implementation:TobikoData Sqlmesh Editor Container
- Implementation:Ray project Ray PlacementGroup Interface
- Implementation:ArroyoSystems Arroyo Avro Deserializer
- Implementation:SeleniumHQ Selenium Closure Timer
- Implementation:Iamhankai Forest of Thought CoT Task Run
- Implementation:Lance format Lance JNI Namespace
Heuristics
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Microsoft Playwright Test Stability Practices
Environments
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Interpretml Interpret Visualization Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:NVIDIA DALI CUDA GPU Environment