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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:MaterializeInc Materialize Upgrade Testing
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Langgenius Dify Knowledge Base Management
Principles
- Principle:TobikoData Sqlmesh Dbt Full Conversion
- Principle:Langchain ai Langchain Tool Binding
- Principle:Ollama Ollama Prompt Construction
- Principle:Rapidsai Cuml Incremental Learning
- Principle:Confident ai Deepeval Batch Evaluation Execution
- Principle:EvolvingLMMs Lab Lmms eval Results Retrieval
- Principle:Trailofbits Fickling File Corruption Detection
- Principle:Haosulab ManiSkill Ego Centric Control
- Principle:Spcl Graph of thoughts Best N Selection
- Principle:Apache Druid Query Execution
Implementations
- Implementation:Predibase Lorax Medusa Adapter
- Implementation:DevExpress Testcafe BrowserProviderPluginHost
- Implementation:NVIDIA NeMo Curator AestheticScorer
- Implementation:CrewAIInc CrewAI Tool Assignment Config
- Implementation:Sdv dev SDV BaseSynthesizer Add Constraints
- Implementation:Google deepmind Mujoco Engine Derivative FD
- Implementation:Lance format Lance Java IndexOptions
- Implementation:CARLA simulator Carla WalkerBoneControlIn
- Implementation:MaterializeInc Materialize CLI Workload Capture
- Implementation:NVIDIA NeMo Curator ImageBatch
Heuristics
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
Environments
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Sgl project Sglang Grafana
- Environment:Sgl project Sglang Multimodal
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Promptfoo Promptfoo Node Runtime