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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:Kornia Kornia Differentiable Image Augmentation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Googleapis Python genai Multimodal Content Generation
Principles
- Principle:Junyanz Pytorch CycleGAN and pix2pix Test Options Configuration
- Principle:Cypress io Cypress CI Result Processing
- Principle:Pytorch Serve Neural Machine Translation
- Principle:Farama Foundation Gymnasium Vector Episode Statistics
- Principle:Google deepmind Mujoco Model Loading
- Principle:OpenHands OpenHands Middleware Configuration
- Principle:Langgenius Dify EventDrivenCommunication
- Principle:LLMBook zh LLMBook zh github io Symmetric Quantization
- Principle:PrefectHQ Prefect AI Agent Configuration
- Principle:Huggingface Open r1 Model Saving and Publishing
Implementations
- Implementation:CrewAIInc CrewAI RAG JSON Loader
- Implementation:AUTOMATIC1111 Stable diffusion webui Extension Manager
- Implementation:Google deepmind Mujoco Engine Solver
- Implementation:Marker Inc Korea AutoRAG QA Batch Apply Make Basic Gen Gt
- Implementation:Nightwatchjs Nightwatch Element Global API
- Implementation:Openai Openai node ZodToJsonSchema Entry
- Implementation:PacktPublishing LLM Engineers Handbook HfApi Model Info
- Implementation:Openai Evals MultipleChoice
- Implementation:CARLA simulator Carla ROS2 Interface
- Implementation:Trailofbits Fickling Trace Run
Heuristics
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
Environments
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:MaterializeInc Materialize Python CI Builder Runtime