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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:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Trailofbits Fickling PyTorch Payload Injection
Principles
- Principle:Interpretml Interpret Synthetic Data
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:Ggml org Ggml Backend Interface
- Principle:Neuml Txtai Training Arguments
- Principle:ClickHouse ClickHouse Build Verification
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:Huggingface Transformers Adapter Training
- Principle:ARISE Initiative Robomimic Dataset Download
- Principle:Mlflow Mlflow Release Automation
- Principle:Ggml org Llama cpp Conversion Quality Verification
Implementations
- Implementation:Vespa engine Vespa Linguistics ABI Spec
- Implementation:Mlc ai Mlc llm AWQ Quantization
- Implementation:CrewAIInc CrewAI Task Constructor
- Implementation:Ucbepic Docetl Build CLI Command
- Implementation:LMCache LMCache Base Evictor
- Implementation:Huggingface Datasets Extractor
- Implementation:Ollama Ollama XModels GLM4 Parser
- Implementation:TobikoData Sqlmesh CircleCI Continue Config
- Implementation:Microsoft LoRA LoRA Weight Merging
- Implementation:Ollama Ollama MLXRunner Pipeline
Heuristics
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
Environments
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Apache Kafka Gradle Build Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Haifengl Smile Quarkus Serve Environment