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Workflows
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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:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Mlflow Mlflow Model Serving
Principles
- Principle:Mit han lab Llm awq Streaming Text Generation
- Principle:Duckdb Duckdb Extension Configuration
- Principle:Microsoft Autogen Message Filtering
- Principle:Huggingface Diffusers LoRA Export
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Alibaba MNN LLM Engine Compilation
- Principle:Astronomer Astronomer cosmos Dbt Documentation Generation
- Principle:Spcl Graph of thoughts Local LLM Inference
- Principle:Google deepmind Mujoco Arena Allocation
Implementations
- Implementation:Facebookresearch Habitat lab HitlTutorial
- Implementation:OpenGVLab InternVL LazySupervisedDataset
- Implementation:Predibase Lorax MPT Modeling
- Implementation:Nightwatchjs Nightwatch Nightwatch Options Type Definitions
- Implementation:FlagOpen FlagEmbedding MLVU Summary Data
- Implementation:Langfuse Langfuse API Comments Schema
- Implementation:Farama Foundation Gymnasium PendulumFunctional
- Implementation:ARISE Initiative Robosuite SimpleGripController
- Implementation:ArroyoSystems Arroyo UDF CRUD
- Implementation:Intel Ipex llm Get Int From Env
Heuristics
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
Environments
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:CARLA simulator Carla Python API Runtime
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Arize ai Phoenix Python Runtime