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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:Neuml Txtai RAG Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Apache Kafka Broker Startup
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Intel Ipex llm QLoRA Finetuning
Principles
- Principle:Arize ai Phoenix Span Transmission
- Principle:Getgauge Taiko Browser Installation
- Principle:Protectai Modelscan Issue Severity Classification
- Principle:Langgenius Dify Workflow Execution Monitoring
- Principle:Guardrails ai Guardrails ValidationPipeline
- Principle:Microsoft Playwright Extract Data with Agent
- Principle:BerriAI Litellm Router Initialization
- Principle:MaterializeInc Materialize Console Release Coordination
- Principle:Marker Inc Korea AutoRAG Quality Filtering And Export
- Principle:Huggingface Diffusers Model Freezing
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook FastLanguageModel For Inference
- Implementation:MaterializeInc Materialize Zippy Test Framework
- Implementation:TobikoData Sqlmesh Context Init
- Implementation:ArroyoSystems Arroyo Iceberg Connector
- Implementation:Diagram of thought Diagram of thought Node Edge Status Regex Extraction
- Implementation:Mlc ai Mlc llm Android Theme
- Implementation:Huggingface Datasets Eval Builder
- Implementation:Elevenlabs Elevenlabs python Llm Enum
- Implementation:FlagOpen FlagEmbedding BGE VL Flag MMRet
- Implementation:Google deepmind Mujoco Engine Sensor
Heuristics
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
Environments
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Alibaba MNN GPU Metal Environment