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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:Mlc ai Mlc llm Disaggregated Serving
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Mistralai Client python Function Calling
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
Principles
- Principle:Online ml River Online Pattern Adaptation
- Principle:Langgenius Dify Input Variable Definition
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:Dagster io Dagster Data Quality Validation
- Principle:AUTOMATIC1111 Stable diffusion webui UI Extensibility
- Principle:Tencent Ncnn Vulkan GPU Detection
- Principle:Zai org CogVideo SAT Model Loading for Inference
- Principle:Scikit learn Scikit learn Voting Ensemble
- Principle:Duckdb Duckdb Release Promotion
- Principle:FMInference FlexLLMGen Group Quantization Configuration
Implementations
- Implementation:Interpretml Interpret ExportableEBMModel
- Implementation:Huggingface Transformers Check Inits
- Implementation:Openai Openai node Chat Resource
- Implementation:Huggingface Datatrove C4QualityFilter
- Implementation:Ollama Ollama Agent Approval
- Implementation:Sgl project Sglang Flash Attention Interface
- Implementation:SeldonIO Seldon core Seldon Model Load For Monitoring
- Implementation:Evidentlyai Evidently Legacy Column Mapping
- Implementation:ArroyoSystems Arroyo Pipeline Outputs
- Implementation:Explodinggradients Ragas EvaluatorChain Class
Heuristics
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
Environments
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI