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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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| 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:Openclaw Openclaw Docker Deployment
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Avhz RustQuant Model Calibration
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
Principles
- Principle:LaurentMazare Tch rs Backpropagation Training
- Principle:Lm sys FastChat Environment Setup
- Principle:Huggingface Datatrove Token Statistics
- Principle:ARISE Initiative Robosuite Rendering Abstraction
- Principle:Huggingface Datasets Dataset Config Info Retrieval
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:Apache Airflow Security Review Planning
- Principle:PeterL1n BackgroundMattingV2 Pretrained weight transfer
- Principle:Huggingface Datasets Spark Import
- Principle:Google deepmind Mujoco Constraint Solving
Implementations
- Implementation:Pyro ppl Pyro PyroModule Class
- Implementation:Huggingface Transformers Compute Basic Statistics
- Implementation:Unslothai Unsloth GEMM Autotuning Configs
- Implementation:Truera Trulens TruChain Wrapper
- Implementation:Getgauge Taiko RuntimeHandler
- Implementation:Neuml Txtai CrossEncoder
- Implementation:Apache Hudi HoodieTableSource GetScanRuntimeProvider
- Implementation:Alibaba ROLL Diffusion DeepSpeed Cluster
- Implementation:Microsoft Onnxruntime CUDA NcclKernels
- Implementation:Zai org CogVideo Args Parse Args
Heuristics
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
Environments
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Openai Whisper Numba
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Wandb Weave Python SDK Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud