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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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| 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:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Onnx Onnx Model Composition
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:MarketSquare Robotframework browser Project Build Pipeline
- Principle:DevExpress Testcafe Page Object Model
- Principle:Volcengine Verl Answer Extraction
- Principle:Turboderp org Exllamav2 Dynamic Generator Setup
- Principle:Spotify Luigi Task Definition
- Principle:Microsoft Semantic kernel Subprocess Composition
- Principle:FMInference FlexLLMGen Distributed Pipeline Initialization
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Sktime Pytorch forecasting Object Registry
- Principle:EvolvingLMMs Lab Lmms eval Response Caching
Implementations
- Implementation:Dagster io Dagster Sensor Decorator
- Implementation:Langchain ai Langgraph AsyncSqliteStore
- Implementation:Online ml River Compose TransformerUnion
- Implementation:Hpcaitech ColossalAI Model Utils
- Implementation:Datajuicer Data juicer ReplaceContentMapper
- Implementation:SeldonIO Seldon core Transformers Pipeline Save Pretrained
- Implementation:Pytorch Serve ModelArchiverConfig
- Implementation:Infiniflow Ragflow ChunkCard Component
- Implementation:Bigscience workshop Petals Server Init
- Implementation:Tensorflow Tfjs GPT2CausalLM Constructor
Heuristics
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
Environments
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Vllm project Vllm Buildkite
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Deepset ai Haystack GPU Device Environment