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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:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Duckdb Duckdb Extension Development And Distribution
Principles
- Principle:Kserve Kserve OpenAI Compatible Inference
- Principle:Cypress io Cypress Configuration Scaffolding
- Principle:Getgauge Taiko Gauge Environment Configuration
- Principle:FlagOpen FlagEmbedding Multi Retrieval Training
- Principle:Marker Inc Korea AutoRAG Results Dashboard
- Principle:Dotnet Machinelearning Latent Dirichlet Allocation
- Principle:Deepset ai Haystack Retrieval Recall Evaluation
- Principle:Langchain ai Langchain Vector Store Initialization
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:Langchain ai Langgraph Managed Value System
Implementations
- Implementation:TA Lib Ta lib python Version Selection Guide
- Implementation:Google deepmind Mujoco XML Parser
- Implementation:Apache Druid StatusDialog
- Implementation:Hiyouga LLaMA Factory Data Converter
- Implementation:Tensorflow Tfjs CPU CropAndResize Kernel
- Implementation:Norrrrrrr lyn WAInjectBench text ensemble detect
- Implementation:Eventual Inc Daft DataFrame Select
- Implementation:Langchain ai Langchain MistralAI Model Profiles
- Implementation:Tensorflow Tfjs CPU ResizeBilinearGrad Kernel
- Implementation:Pyro ppl Pyro VAE Encoder Decoder Pattern
Heuristics
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
Environments
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Ggml org Llama cpp Python Conversion Environment