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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:Risingwavelabs Risingwave Docker Deployment
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
Principles
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
- Principle:Neuml Txtai Semantic Query
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:Snorkel team Snorkel Transformation Function Definition
- Principle:Deepspeedai DeepSpeed CUDA Inference Primitives
- Principle:Mistralai Client python Finetuning Job Control
- Principle:Duckdb Duckdb Package Validation
- Principle:Spcl Graph of thoughts GoT Graph Topology Design
- Principle:Turboderp org Exllamav2 Batch Job Iteration
Implementations
- Implementation:TobikoData Sqlmesh NodePort
- Implementation:Lance format Lance Encoding Block Statistics
- Implementation:CARLA simulator Carla Python Map Bindings
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Init
- Implementation:Google deepmind Dm control MJCF Attribute
- Implementation:Isaac sim IsaacGymEnvs Serializable
- Implementation:HKUDS AI Trader Ainvoke With Retry
- Implementation:Microsoft Semantic kernel IFunctionInvocationFilter
- Implementation:Mit han lab Llm awq Serve Controller
- Implementation:Promptfoo Promptfoo Logger Browser
Heuristics
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Groq Groq python Timeout Configuration
Environments
- Environment:Vllm project Vllm Environment Variables
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Vllm project Vllm Benchmarks
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Apache Flink Node Build Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Huggingface Diffusers Training Environment