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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:Infiniflow Ragflow Docker Deployment
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Apache Dolphinscheduler RPC Service Communication
Principles
- Principle:DistrictDataLabs Yellowbrick Learning Curve Analysis
- Principle:Triton inference server Server Response Compression
- Principle:Farama Foundation Gymnasium Environment Error Handling
- Principle:Huggingface Datatrove Document Filtering Framework
- Principle:Duckdb Duckdb Release Promotion
- Principle:Openai Evals Eval Template Selection
- Principle:MaterializeInc Materialize CI Pipeline Registration
- Principle:Pola rs Polars Streaming Query Building
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:Treeverse LakeFS Import Progress Monitoring
Implementations
- Implementation:NVIDIA NeMo Curator ImageDuplicatesRemovalStage
- Implementation:LMCache LMCache Blend Example Script
- Implementation:Alibaba MNN FlatBuffers Flatc
- Implementation:Datajuicer Data juicer SpecifiedNumericFieldFilter
- Implementation:Elevenlabs Elevenlabs python GetVoicesV2Response
- Implementation:Infiniflow Ragflow ThemeProvider Component
- Implementation:Haosulab ManiSkill FloatingInspireHand
- Implementation:ARISE Initiative Robosuite RatchetingWrench
- Implementation:LaurentMazare Tch rs Torch Api Generated H
- Implementation:Lucidrains X transformers Preference Dataset Pattern
Heuristics
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Rapidsai Cuml Quantile Split Differences
Environments
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Protectai Modelscan H5py Optional
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Alibaba MNN Python Export Environment
- Environment:DevExpress Testcafe Chrome Browser