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1,118
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:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
Principles
- Principle:Zai org CogVideo Scheduler Configuration
- Principle:Apache Dolphinscheduler Plugin Artifact Provisioning
- Principle:Tensorflow Tfjs Causal Language Model Head
- Principle:Huggingface Datasets Parquet Export
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
- Principle:Apache Paimon Deletion Vectors
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
- Principle:Online ml River Online Linear Models
Implementations
- Implementation:TobikoData Sqlmesh Button
- Implementation:Huggingface Open r1 Get Model and Tokenizer
- Implementation:Arize ai Phoenix HallucinationEvaluator
- Implementation:Scikit learn Scikit learn IterativeImputer
- Implementation:Dagster io Dagster Dbt Incremental Support
- Implementation:Open compass VLMEvalKit Parrot
- Implementation:CARLA simulator Carla RssCheck
- Implementation:ArroyoSystems Arroyo Configure Profile Page
- Implementation:Nautechsystems Nautilus trader Strategy Cancel Close
- Implementation:LMCache LMCache Valkey Connector
Heuristics
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
Environments
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Ucbepic Docetl Frontend Node Environment