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1,118
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:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
Principles
- Principle:Google deepmind Mujoco Composite Rigid Body
- Principle:ARISE Initiative Robomimic Configuration Generation
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Online ml River Anomaly Detection Evaluation
- Principle:Spotify Luigi Hadoop Configuration
- Principle:Microsoft Onnxruntime Model Conversion to ONNX
- Principle:FMInference FlexLLMGen CUDA Operator Building
- Principle:Treeverse LakeFS Imported Data Verification
- Principle:Tensorflow Serving HTTP Server Implementation
- Principle:ClickHouse ClickHouse Object Pooling
Implementations
- Implementation:Langgenius Dify SendChatMessage
- Implementation:Langchain ai Langchain OllamaEmbeddings
- Implementation:Webdriverio Webdriverio XPath Conditions
- Implementation:Tensorflow Serving StreamingBatchScheduler
- Implementation:Ggml org Ggml Ggml gallocr alloc graph
- Implementation:Google deepmind Mujoco Filament Scene View
- Implementation:Avhz RustQuant ExchangeRate
- Implementation:PrefectHQ Prefect UI Legacy Package Lock
- Implementation:SeleniumHQ Selenium Closure Dom Safe
- Implementation:Huggingface Datasets Dataset Set Format
Heuristics
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:CarperAI Trlx Partial Layer Freezing
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Sgl project Sglang Triton
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Microsoft Playwright Platform Support Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Alibaba MNN GPU CUDA Environment