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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:BerriAI Litellm Router Load Balancing
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Openai Evals Running an eval set
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
Principles
- Principle:Dagster io Dagster Dbt Test To Asset Check
- Principle:Google research Deduplicate text datasets Byte Range Removal
- Principle:Facebookresearch Audiocraft Masked Parallel Token Generation
- Principle:Pytorch Serve Non PyTorch Model Serving
- Principle:Iterative Dvc Stage Execution
- Principle:SeldonIO Seldon core Monitoring Pipeline Validation
- Principle:Ggml org Ggml Optimizer Configuration
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:Huggingface Open r1 Environment Setup
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
Implementations
- Implementation:Avhz RustQuant Exponential Interpolation
- Implementation:Open compass VLMEvalKit TEDS Metric
- Implementation:Avdvg InjectGuard Sim Search
- Implementation:Mlflow Mlflow Model Training Interface
- Implementation:Langgenius Dify UseAllToolProviders
- Implementation:Infiniflow Ragflow Versions
- Implementation:HKUDS AI Trader BaseAgent Initialize
- Implementation:EvolvingLMMs Lab Lmms eval Create Iterator
- Implementation:Ollama Ollama Progress Bar
- Implementation:Iamhankai Forest of Thought CGDM Get Best Answer
Heuristics
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
Environments
- Environment:Dagster io Dagster GRPC Communication
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Sgl project Sglang Web
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Sdv dev SDV GPU CUDA Support