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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:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Predibase Lorax Server Deployment
- Workflow:Ggml org Llama cpp Interactive Chat
Principles
- Principle:FMInference FlexLLMGen HELM Batch Construction
- Principle:Huggingface Diffusers Checkpoint Format Identification
- Principle:Langchain ai Langgraph Managed Value System
- Principle:ThreeSR Awesome Inference Time Scaling Repository Forking
- Principle:Deepset ai Haystack LLM Chat Generation
- Principle:EvolvingLMMs Lab Lmms eval Baseline Comparison
- Principle:Ollama Ollama GGUF Model Conversion Gemma3
- Principle:Eventual Inc Daft Table Writing
- Principle:AUTOMATIC1111 Stable diffusion webui UI Visual Feedback
- Principle:Microsoft Onnxruntime Nodejs Output Processing
Implementations
- Implementation:Pyro ppl Pyro Regional SIR
- Implementation:Microsoft Semantic kernel VSCode Tasks Configuration
- Implementation:Google deepmind Mujoco User API
- Implementation:Langgenius Dify CreateApp
- Implementation:CARLA simulator Carla ActorDefinition
- Implementation:Datahub project Datahub Mce Diff Script
- Implementation:Ggml org Llama cpp Check NMSE
- Implementation:Openclaw Openclaw ChannelsAddCommand
- Implementation:Treeverse LakeFS Java SDK Model GarbageCollectionRule
- Implementation:Langchain ai Langchain Conversation Loop Pattern
Heuristics
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Kornia Kornia Gradient Detach Stability
Environments
- Environment:Openai Evals Optional Provider APIs
- Environment:Kubeflow Pipelines Python SDK
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Sail sg LongSpec Inference Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Apache Flink Node Build Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Lucidrains X transformers PyTorch CUDA