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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:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Microsoft Playwright AI agent driven testing
Principles
- Principle:Pytorch Serve Distributed Configuration
- Principle:Google deepmind Mujoco Rendering Resource Cleanup
- Principle:SeldonIO Seldon core Component Model Deployment
- Principle:Ggml org Llama cpp GPU Inference
- Principle:Openai Openai python API Error Handling
- Principle:Webdriverio Webdriverio Service Launcher Pattern
- Principle:Allenai Open instruct Evaluation Pipeline
- Principle:FlowiseAI Flowise Speech Processing
- Principle:Cohere ai Cohere python Client Initialization
- Principle:Huggingface Transformers QLoRA Fine Tuning
Implementations
- Implementation:FlagOpen FlagEmbedding MLVU Count Data
- Implementation:Openclaw Openclaw DockerSetupScript
- Implementation:Run llama Llama index BaseQueryEngine
- Implementation:DistrictDataLabs Yellowbrick ConfusionMatrix Visualizer
- Implementation:AUTOMATIC1111 Stable diffusion webui XLMRoBERTa Encoder
- Implementation:Vespa engine Vespa ConfigSubscriber NextConfig
- Implementation:NVIDIA TransformerEngine Float8 Storage
- Implementation:DevExpress Testcafe TestController TypeDefs
- Implementation:Isaac sim IsaacGymEnvs BasePlotter
- Implementation:NVIDIA TransformerEngine Cpp Fused Attn
Heuristics
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
Environments
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Iterative Dvc Git SCM Environment
- Environment:Vllm project Vllm CUDA
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Intel Ipex llm vLLM XPU Serving Environment