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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:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:SeldonIO Seldon core Model Explainability
Principles
- Principle:NVIDIA DALI Plugin Loading
- Principle:OpenGVLab InternVL Prefix LM Conversion
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Ucbepic Docetl Playground Setup
- Principle:Langchain ai Langchain Release Preparation
- Principle:Webdriverio Webdriverio CapabilityNormalization
- Principle:LMCache LMCache Engine Lifecycle Management
- Principle:LaurentMazare Tch rs Generated Tensor Operations
- Principle:Ollama Ollama Tool Call Parsing
- Principle:Online ml River Multi Output Metrics
Implementations
- Implementation:Isaac sim IsaacGymEnvs WandbAlgoObserver Logging
- Implementation:Pyro ppl Pyro FoldedDistribution
- Implementation:Puppeteer Puppeteer Browsers Main
- Implementation:Google deepmind Mujoco mjv makeScene
- Implementation:Kserve Kserve LLMInferenceServiceConfig CRD
- Implementation:FlowiseAI Flowise RateLimit
- Implementation:DataTalksClub Data engineering zoomcamp Confluent PySpark Streaming
- Implementation:Triton inference server Server L0 Response Cache Test
- Implementation:Lance format Lance BackgroundIterator
- Implementation:Hpcaitech ColossalAI Critic
Heuristics
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Recommenders team Recommenders Test Timing Budgets
Environments
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Tensorflow Serving Build Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Sgl project Sglang Web
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment