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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:Openai Openai python Responses API Text Generation
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Groq Groq python Batch Processing
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
Principles
- Principle:Kubeflow Kubeflow Contribution Guidelines
- Principle:Teamcapybara Capybara Server And Options Configuration
- Principle:Ggml org Llama cpp HashingUtilities
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Cypress io Cypress Monorepo Dependency Management
- Principle:CrewAIInc CrewAI Managed Execution
- Principle:Huggingface Datasets Column Renaming
- Principle:Mlfoundations Open flamingo Optimizer And Scheduler Configuration
- Principle:DistrictDataLabs Yellowbrick RadViz Visualization
- Principle:AUTOMATIC1111 Stable diffusion webui UI Component Pattern
Implementations
- Implementation:Deepset ai Haystack DocumentWriter
- Implementation:Openai Openai python Lazy Proxy
- Implementation:Microsoft DeepSpeedExamples Launch Scripts SuperOffload
- Implementation:VainF Torch Pruning GroupMagnitudeImportance
- Implementation:FlowiseAI Flowise RBACButtons
- Implementation:Turboderp org Exllamav2 Ext Cache
- Implementation:Microsoft DeepSpeedExamples Test Function CIFAR
- Implementation:Datajuicer Data juicer TextLengthFilter
- Implementation:NVIDIA TransformerEngine Fp8Padding
- Implementation:ARISE Initiative Robosuite HumanoidModel
Heuristics
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
Environments
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Openai Whisper Numba
- Environment:Spotify Luigi Apache Spark
- Environment:Vllm project Vllm Python Dependencies
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI