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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:Apache Beam Portable Pipeline Submission
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Infiniflow Ragflow Docker Deployment
Principles
- Principle:Facebookresearch Habitat lab Environment Setup
- Principle:Haotian liu LLaVA Image Preprocessing
- Principle:Cleanlab Cleanlab Token Label Quality Scoring
- Principle:Haosulab ManiSkill Trajectory Merging
- Principle:Ggml org Ggml Hexagon DSP Computation
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:Turboderp org Exllamav2 Batch Job Iteration
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:ClickHouse ClickHouse Server Health Verification
- Principle:Ggml org Llama cpp ConstrainedGeneration
Implementations
- Implementation:Google deepmind Dm control Viewer User Input
- Implementation:Speechbrain Speechbrain Create Aishell1Mix Metadata
- Implementation:Vllm project Vllm SM100 MLA Tile Scheduler
- Implementation:Mage ai Mage ai Monday Streams
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:Ollama Ollama ConvertModel
- Implementation:Langgenius Dify ModifyDocMetadata
- Implementation:Open compass VLMEvalKit ScreenSpot Pro
- Implementation:Kserve Kserve AnchorText Explainer
- Implementation:FlowiseAI Flowise GetVectorStoreProviders
Heuristics
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
Environments
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:FlowiseAI Flowise Database Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment