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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:Huggingface Datasets Dataset Loading and Exploration
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Mlc ai Mlc llm Mobile Deployment
Principles
- Principle:Sdv dev SDV Synthesizer Event Logging
- Principle:Ggml org Ggml Quantization Block Formats
- Principle:Vespa engine Vespa Language Detection
- Principle:Sail sg LongSpec Distributed Training
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Spotify Luigi Dependency Analysis
- Principle:Apache Hudi Data Reading And Processing
- Principle:Huggingface Datasets Column Name Inspection
- Principle:Langchain ai Langgraph Server Runtime Context
- Principle:Google deepmind Mujoco Resource Provider
Implementations
- Implementation:LMCache LMCache Basic Check
- Implementation:Google deepmind Dm control Walker Rescale
- Implementation:MaterializeInc Materialize Util Module
- Implementation:Openai Openai python Response Custom Tool Call Output
- Implementation:Speechbrain Speechbrain Brain Fit CTC
- Implementation:Google deepmind Dm control Composer Observables
- Implementation:Facebookresearch Audiocraft DiffusionSolver
- Implementation:Danijar Dreamerv3 Parallel Logger
- Implementation:Mlc ai Web llm Create Web Worker MLC Engine
- Implementation:Lance format Lance Scanner Filter And Prefilter
Heuristics
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
Environments
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Sgl project Sglang Runtime
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime