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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:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Wandb Weave Prompt Management
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
Principles
- Principle:Langchain ai Langchain Chat Model Initialization For Streaming
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Elevenlabs Elevenlabs python Voice Cloning
- Principle:Kserve Kserve Controller Deployment
- Principle:Neuml Txtai SQL Query Processing
- Principle:Apache Druid Streaming Schema Spec
- Principle:Run llama Llama index Docstore Deduplication
- Principle:Tensorflow Serving Thread Pool Management
- Principle:CrewAIInc CrewAI Project Scaffolding
Implementations
- Implementation:OpenHands OpenHands AuthTokenStore
- Implementation:BerriAI Litellm Cache Init
- Implementation:Togethercomputer Together python Endpoints CLI
- Implementation:BerriAI Litellm NPM Lock
- Implementation:Haosulab ManiSkill Convert To LeRobot CLI
- Implementation:Triton inference server Server GenQaReshapeModels
- Implementation:Guardrails ai Guardrails Guard Load
- Implementation:Huggingface Datasets Datasets CLI
- Implementation:LLMBook zh LLMBook zh github io AutoModelForCausalLM From Pretrained Bitsandbytes
- Implementation:Mlc ai Mlc llm Engine State
Heuristics
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Microsoft Autogen Model Context Limiting
Environments
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime