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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:Apache Flink File Source Pipeline
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
Principles
- Principle:Datahub project Datahub Client Resource Cleanup
- Principle:Vespa engine Vespa Logger Handler Installation
- Principle:Helicone Helicone Platform Statistics
- Principle:Zai org CogVideo LoRA Export and Inference
- Principle:Mlc ai Mlc llm Concurrent Request Handling
- Principle:CrewAIInc CrewAI MCP Server Connection
- Principle:LLMBook zh LLMBook zh github io PEFT LoRA Configuration
- Principle:Apache Flink File Compaction Strategy
- Principle:Huggingface Diffusers Post Processing
- Principle:ArroyoSystems Arroyo Job Monitoring
Implementations
- Implementation:Openai Evals Registry Get Eval Set
- Implementation:InternLM Lmdeploy Profile Throughput
- Implementation:Rapidsai Cuml Treelite Integration
- Implementation:ARISE Initiative Robosuite SimpleGripController
- Implementation:EvolvingLMMs Lab Lmms eval Job Results
- Implementation:CrewAIInc CrewAI Tavily Search Tool
- Implementation:Ucbepic Docetl Utils
- Implementation:Farama Foundation Gymnasium Walker2dEnv V5
- Implementation:Google deepmind Mujoco Platform Plugin Header
- Implementation:Microsoft Playwright CrCoverage
Heuristics
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
Environments
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Apache Kafka Docker Build Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Spotify Luigi Apache Spark
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Iamhankai Forest of Thought Python CUDA Runtime