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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:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
Principles
- Principle:Ggml org Llama cpp File Memory Mapping
- Principle:Huggingface Transformers Pipeline Forward Pass
- Principle:Cleanlab Cleanlab Dataset Health Analysis
- Principle:Isaac sim IsaacGymEnvs Randomization State Initialization
- Principle:CarperAI Trlx Rejection Fine Tuning
- Principle:BerriAI Litellm Request Construction
- Principle:Huggingface Datasets Arrow Dataset Building
- Principle:Obss Sahi Image Slicing
- Principle:ARISE Initiative Robosuite Dynamics Randomization
- Principle:Fastai Fastbook Tokenization
Implementations
- Implementation:Tensorflow Serving AspiredVersionsManager
- Implementation:Interpretml Interpret InteractionShell
- Implementation:Google deepmind Mujoco MJX Warp Testspeed
- Implementation:Togethercomputer Together python Audio Speech Types
- Implementation:Ggml org Ggml Cpu vec ops
- Implementation:InternLM Lmdeploy Daily Ete Test 5080
- Implementation:Apache Airflow Execute Workload
- Implementation:CARLA simulator Carla CppClient Example
- Implementation:Bentoml BentoML Gradio Mount
- Implementation:TobikoData Sqlmesh Plan Context
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
Environments
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Sgl project Sglang Grafana
- Environment:Sail sg LongSpec Inference Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Intel Ipex llm Build Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies