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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:Run llama Llama index OpenAI LLM Finetuning
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
Principles
- Principle:Diagram of thought Diagram of thought Raw Output Collection
- Principle:Norrrrrrr lyn WAInjectBench Image Embedding Initialization
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:Duckdb Duckdb Extension Configuration
- Principle:Pyro ppl Pyro Effect Handler System
- Principle:Ggml org Llama cpp PublicAPI
- Principle:NVIDIA NeMo Aligner DRaFT Plus Image Alignment
- Principle:Marker Inc Korea AutoRAG Test Dataset Evaluation
- Principle:Vllm project Vllm VLM Model Selection
Implementations
- Implementation:MaterializeInc Materialize Check Support Classes
- Implementation:Explodinggradients Ragas ResponseRelevancy Metric
- Implementation:Apache Paimon CatalogException
- Implementation:Webdriverio Webdriverio SpecReporter Class
- Implementation:Hpcaitech ColossalAI DetachedTrainer
- Implementation:Scikit learn Scikit learn Deprecation
- Implementation:Treeverse LakeFS Java SDK Model ImportLocation
- Implementation:Apache Beam Twister2BatchPipelineTranslator
- Implementation:Alibaba MNN Protobuf Wrappers PB H
- Implementation:Vespa engine Vespa DocumentAPI ABI Spec
Heuristics
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
Environments
- Environment:Pola rs Polars GPU Execution Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:BerriAI Litellm Docker Deployment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables