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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:Langfuse Langfuse Batch export pipeline
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Groq Groq python Text To Speech
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Roboflow Rf detr Roboflow Deployment
Principles
- Principle:Neuml Txtai Semantic Query
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Microsoft Autogen Handoff Routing
- Principle:Guardrails ai Guardrails HubPackageManagement
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:Dotnet Machinelearning Data Loading
- Principle:Kserve Kserve Pipeline Validation
- Principle:FlowiseAI Flowise Chat History Management
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
Implementations
- Implementation:Apache Kafka Connect Distributed Script
- Implementation:Microsoft Onnxruntime CPU GRU GradCompute
- Implementation:LaurentMazare Tch rs TrainableCModule Load
- Implementation:Apache Dolphinscheduler Workflow Task Entity Pattern
- Implementation:Online ml River Stream Shuffle
- Implementation:HKUDS AI Trader AssetChart
- Implementation:Pytorch Serve TextSentiment Model
- Implementation:ContextualAI HALOs Dataset Loaders
- Implementation:Online ml River Compose Pipeline
- Implementation:Spotify Luigi HdfsTarget
Heuristics
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
Environments
- Environment:Allenai Open instruct Ray Distributed
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Huggingface Datatrove Python Runtime
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials