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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:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
Principles
- Principle:Apache Spark Dependency Pinning
- Principle:Alibaba ROLL SFT Worker Initialization
- Principle:Microsoft BIPIA Prompt Construction With Defense
- Principle:Scikit learn Scikit learn Kernel Methods
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Diffusion Pipeline
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Lm sys FastChat Causal LM Loading
- Principle:Alibaba ROLL MCoreAdapter Checkpoint Conversion
- Principle:Mlc ai Web llm Embedding Input Formatting
- Principle:SeldonIO Seldon core Experiment Configuration
Implementations
- Implementation:Google deepmind Mujoco MJZ Decoder
- Implementation:Marker Inc Korea AutoRAG QA Filter Dontknow And Export
- Implementation:Openai Openai python File Create Params
- Implementation:CARLA simulator Carla Client Show Recorder File Info
- Implementation:OpenHands OpenHands OrgService Create Org Entity
- Implementation:Online ml River Stats Mean
- Implementation:TA Lib Ta lib python Indicator Function API
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Components
- Implementation:MarketSquare Robotframework browser Pip Install Browser
- Implementation:Langchain ai Langgraph AnyValue Channel
Heuristics
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
Environments
- Environment:Ucbepic Docetl Python Runtime
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Alibaba MNN Python Export Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment