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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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|---|---|---|
| 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:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Huggingface Datasets Dataset Loading and Exploration
Principles
- Principle:Mistralai Client python Azure Client Initialization
- Principle:Arize ai Phoenix Experiment Evaluator Definition
- Principle:Deepset ai Haystack Cross Encoder Reranking
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:Apache Flink Checkpoint Position Tracking
- Principle:Mistralai Client python Function Dispatch
- Principle:Protectai Llm guard Output Relevance Checking
- Principle:Huggingface Datasets Hub Dataset Deletion
- Principle:Anthropics Anthropic sdk python Real time Content Processing
Implementations
- Implementation:Facebookresearch Habitat lab HitlTutorial
- Implementation:Open compass VLMEvalKit OpenFlamingo
- Implementation:Speechbrain Speechbrain Prepare UrbanSound8k
- Implementation:BerriAI Litellm S3 Cache
- Implementation:TobikoData Sqlmesh WebClient OpenAPI Spec
- Implementation:Haosulab ManiSkill AgentRegistration
- Implementation:Isaac sim IsaacGymEnvs DR YAML Configuration
- Implementation:Microsoft Playwright Client WebSocket
- Implementation:FlagOpen FlagEmbedding AbsEmbedder Encode
- Implementation:Explodinggradients Ragas Generate Personas From KG
Heuristics
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
Environments
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Intel Ipex llm Windows Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Sgl project Sglang OpenAI
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Langgenius Dify Vector Database Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment