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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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|---|---|---|
| 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:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Huggingface Datasets Dataset Preprocessing
Principles
- Principle:Alibaba MNN Runtime Configuration
- Principle:Iamhankai Forest of Thought Answer Equivalence Checking
- Principle:Ggml org Llama cpp Template Capability Detection
- Principle:Gretelai Gretel synthetics Batch Synthetic Generation
- Principle:Avhz RustQuant Exotic Option Contracts
- Principle:LMCache LMCache RoPE Position Recovery
- Principle:Scikit learn Scikit learn Semi Supervised Learning
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Mlc ai Web llm Streaming Response Processing
- Principle:Speechbrain Speechbrain Source Separation Evaluation
Implementations
- Implementation:Kserve Kserve Triton MMS Perf Test
- Implementation:Microsoft Playwright APIRequestContext Dispose
- Implementation:Google deepmind Mujoco MJWarp Passive
- Implementation:Microsoft Agent framework Workflow As Agent
- Implementation:Sktime Pytorch forecasting EncoderDecoderTimeSeriesDataModule
- Implementation:Openai Openai python Response Refusal Delta
- Implementation:Huggingface Datatrove FastTextClassifierFilter
- Implementation:Mlc ai Mlc llm Download and cache mlc weights
- Implementation:Teamcapybara Capybara Selector Link
- Implementation:Online ml River Stream Shuffle
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
Environments
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Lance format Lance Rust Toolchain
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Sgl project Sglang GitHub Actions
- Environment:Huggingface Datasets Image Dependencies
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Google deepmind Dm control EGL Headless Rendering