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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 RAG Inference
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Langgenius Dify Plugin Installation and Configuration
Principles
- Principle:MaterializeInc Materialize Content Addressed Fingerprinting
- Principle:DistrictDataLabs Yellowbrick PCA Projection
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:Apache Airflow Helm Values Configuration
- Principle:Huggingface Transformers Base Model Loading For PEFT
- Principle:CrewAIInc CrewAI Semantic Retrieval
- Principle:Apache Druid Partitioning Configuration
- Principle:TA Lib Ta lib python Version Compatibility
- Principle:Getgauge Taiko Gauge Environment Configuration
- Principle:Lucidrains X transformers Masked Token Prediction Training
Implementations
- Implementation:Ggml org Ggml Opencl backend
- Implementation:Alibaba MNN Protobuf Text Format H
- Implementation:DistrictDataLabs Yellowbrick Dataset Download
- Implementation:TobikoData Sqlmesh EnvironmentDetails
- Implementation:InternLM Lmdeploy DecodingConfig
- Implementation:Dotnet Machinelearning SsaForecastingEstimator Fit
- Implementation:Mage ai Mage ai GitHub Actions ECS Deploy
- Implementation:Ucbepic Docetl MOARSearch Search
- Implementation:Bentoml BentoML GRPC Testing Utils
- Implementation:Avhz RustQuant Asay82 Model
Heuristics
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
Environments
- Environment:Allenai Open instruct vLLM Inference
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Openai Openai node Node 20 Runtime
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Online ml River Python Runtime Environment