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1,118
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:Google deepmind Mujoco Simulation benchmarking
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Wandb Weave Prompt Management
Principles
- Principle:Huggingface Datatrove HuggingFace Hub Writing
- Principle:Tensorflow Tfjs Weight Constraints
- Principle:OpenRLHF OpenRLHF DPO Loss Computation
- Principle:Huggingface Datasets Dataset From Dict Construction
- Principle:Microsoft Onnxruntime PyTorch Model Export
- Principle:Huggingface Open r1 Environment Setup
- Principle:Arize ai Phoenix Batch Span Annotation
- Principle:Microsoft Autogen Swarm Orchestration
- Principle:DataExpert io Data engineer handbook DataFrame Write To Table
- Principle:Isaac sim IsaacGymEnvs Factory Scene Initialization
Implementations
- Implementation:Sgl project Sglang PR Test Workflow
- Implementation:Risingwavelabs Risingwave Dashboard Package Lock
- Implementation:Huggingface Transformers Notification Service
- Implementation:Mlc ai Mlc llm Batch Prefill Base
- Implementation:Scikit learn Scikit learn GraphicalLasso
- Implementation:Kubeflow Pipelines Kubernetes PVC Sample
- Implementation:Apache Shardingsphere MetaDataPersistFacade Constructor
- Implementation:Interpretml Interpret Gradient Histogram Bin
- Implementation:Ggml org Llama cpp Grammar
- Implementation:ArroyoSystems Arroyo Compile UDF
Heuristics
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
Environments
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Vllm project Vllm CUDA
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Datahub project Datahub Docker Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Neuml Txtai Docker Deployment Environment