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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:Neuml Txtai Agent Execution
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Onnx Onnx Version Conversion
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:OpenGVLab InternVL Preference Optimization
Principles
- Principle:Microsoft Onnxruntime Input Data Preparation
- Principle:Googleapis Python genai Tuning Job Configuration
- Principle:Apache Hudi Query Type Definition
- Principle:Explodinggradients Ragas Agent Definition Interface
- Principle:Langchain ai Langgraph Graph Instantiation
- Principle:Zai org CogVideo Image Conditioning Preparation
- Principle:Pyro ppl Pyro Heavy Tailed Distributions
- Principle:Apache Beam Model Enforcement
- Principle:Langgenius Dify Model and Prompt Configuration
- Principle:Apache Flink Source Connector Framework
Implementations
- Implementation:Predibase Lorax Exllama V2 CUDA Bindings
- Implementation:FlagOpen FlagEmbedding LLM Reranker Instruction Modeling
- Implementation:Spcl Graph of thoughts SortingParser
- Implementation:EvolvingLMMs Lab Lmms eval SALBench Utils
- Implementation:Speechbrain Speechbrain Prepare KsponSpeech LM
- Implementation:ArroyoSystems Arroyo Choose Connector Page
- Implementation:Hpcaitech ColossalAI Prepare Dataset Preference
- Implementation:Isaac sim IsaacGymEnvs MotionLib
- Implementation:Tensorflow Tfjs Regularizers
- Implementation:InternLM Lmdeploy Check
Heuristics
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Snorkel team Snorkel Precision Init Prior
Environments
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Huggingface Datatrove Inference GPU Environment