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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:Onnx Onnx External Data Handling
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Pyro ppl Pyro Tensor Variable Elimination
- Principle:Obss Sahi Logging
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Model and VAE loading
- Principle:FlowiseAI Flowise Edge Connection
- Principle:Ray project Ray Release Validation Testing
- Principle:Trailofbits Fickling Hook Deactivation
- Principle:TA Lib Ta lib python Candlestick Pattern Detection
- Principle:Ollama Ollama GGUF Model Conversion Llama Adapter
Implementations
- Implementation:OpenHands OpenHands GithubManager Add Reaction
- Implementation:Deepseek ai Janus JanusFlow Load Model
- Implementation:Langchain ai Langgraph BaseChannel
- Implementation:Speechbrain Speechbrain Train IWSLT22 W2V mBART
- Implementation:Danijar Dreamerv3 Checkpoint Operations
- Implementation:Elevenlabs Elevenlabs python WorkflowStandaloneAgentNodeModelInput
- Implementation:Online ml River Stream Iter Sql
- Implementation:Hpcaitech ColossalAI GPTQ Quantizer
- Implementation:Huggingface Datatrove WarcReader
- Implementation:Arize ai Phoenix OpenAI Adapter
Heuristics
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
Environments
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment