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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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Browse by Category
| 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:Kserve Kserve Canary Rollout Deployment
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Onnx Onnx Model Composition
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Wandb Weave Prompt Management
Principles
- Principle:OpenGVLab InternVL Benchmark Dispatch
- Principle:Avhz RustQuant Fast Fourier Transform
- Principle:Ray project Ray Cloud Cluster Provisioning
- Principle:Lance format Lance Version Listing
- Principle:Cohere ai Cohere python Tool Result Submission
- Principle:Microsoft Semantic kernel AI Service Registration
- Principle:Dagster io Dagster Sensor Driven Pipelines
- Principle:Haifengl Smile Matrix Construction
- Principle:Spotify Luigi SQL Query Execution
- Principle:Eventual Inc Daft Window Functions
Implementations
- Implementation:BerriAI Litellm Scheduler
- Implementation:Triton inference server Server GenAI Perf
- Implementation:Iterative Dvc Repo Ls Url
- Implementation:Cypress io Cypress RewriteJs
- Implementation:Hpcaitech ColossalAI ExperienceBuffer Utils
- Implementation:Unstructured IO Unstructured Unstructured Ingest CLI Processing
- Implementation:Helicone Helicone Providers Web Metadata
- Implementation:Haosulab ManiSkill MultiAgent
- Implementation:FlagOpen FlagEmbedding BGE Eval MSMARCO
- Implementation:Vespa engine Vespa Predicate Search ABI Spec
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
Environments
- Environment:Volcengine Verl Megatron Core Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Sgl project Sglang CUDA
- Environment:Sgl project Sglang OpenAI
- Environment:Predibase Lorax Python Server Dependencies