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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:Ggml org Llama cpp Embedding Extraction
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Neuml Txtai Agent Execution
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Pyro ppl Pyro Discrete Enumeration
Principles
- Principle:Ollama Ollama Anthropic API Compatibility
- Principle:DistrictDataLabs Yellowbrick Knee Point Detection
- Principle:Helicone Helicone Plan Upgrade
- Principle:Kornia Kornia Augmentation Pipeline
- Principle:Nightwatchjs Nightwatch Test Execution
- Principle:Zai org CogVideo Parallel Video Generation
- Principle:Rapidsai Cuml Synthetic Dataset Generation
- Principle:Kubeflow Pipelines Exit Handling
- Principle:Openclaw Openclaw Deployment Health Verification
- Principle:Facebookresearch Habitat lab Low level Skill Training
Implementations
- Implementation:Getgauge Taiko ReplSearch
- Implementation:Online ml River FeatureSelection VarianceThreshold
- Implementation:Teamcapybara Capybara Minitest Expectations
- Implementation:Lance format Lance Java ScalarIndexParams
- Implementation:Deepset ai Haystack DocumentRecallEvaluator
- Implementation:PacktPublishing LLM Engineers Handbook QueryExpansion Generate
- Implementation:Datahub project Datahub Pre Commit Config
- Implementation:Kornia Kornia Tensor To Image
- Implementation:Turboderp org Exllamav2 Get Dataset
- Implementation:FlowiseAI Flowise AgentExecutionsView
Heuristics
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:FMInference FlexLLMGen OOM Memory Management
Environments
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Openai Whisper Numba
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Apache Kafka Docker Build Environment