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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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|---|---|---|
| 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:Langchain ai Langgraph CLI Deployment
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:OpenHands OpenHands Organization Onboarding
Principles
- Principle:Microsoft Onnxruntime On Device Training Loop
- Principle:Webdriverio Webdriverio Appium Service Lifecycle
- Principle:Volcengine Verl Multi Turn Data Preparation
- Principle:Facebookresearch Habitat lab Hydra Config Wiring
- Principle:EvolvingLMMs Lab Lmms eval TUI Web Interface
- Principle:ArroyoSystems Arroyo Connector Registry
- Principle:Zai org CogVideo Latent Perceptual Loss
- Principle:Tencent Ncnn Model Loading
- Principle:Lance format Lance Version Cleanup
- Principle:Mage ai Mage ai Singer Message Ingestion
Implementations
- Implementation:LaurentMazare Tch rs Min GPT
- Implementation:ARISE Initiative Robosuite MujocoEnv Reset And Step
- Implementation:FlowiseAI Flowise Dropdown
- Implementation:CARLA simulator Carla Python Geometry Bindings
- Implementation:Datajuicer Data juicer RemoveTableTextMapper
- Implementation:Risingwavelabs Risingwave DebeziumOpenLineageEmitter
- Implementation:Intel Ipex llm StartRecentKVCache
- Implementation:Online ml River Conf RegressionJackknife
- Implementation:Openai Openai python API Error Hierarchy
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaBase
Heuristics
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
Environments
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Pytorch Serve CUDA GPU Environment