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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:Spotify Luigi Spark Processing Pipeline
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Infiniflow Ragflow Chat Application Setup
Principles
- Principle:LaurentMazare Tch rs Vendored Image IO
- Principle:Google deepmind Mujoco Debug Output
- Principle:Cleanlab Cleanlab Segmentation Label Quality Scoring
- Principle:Farama Foundation Gymnasium Array Backend Conversion
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:Ollama Ollama GGUF Model Conversion Lfm2
- Principle:VainF Torch Pruning Structural Pruning
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:Ggml org Llama cpp Speculation Strategy Selection
Implementations
- Implementation:Scikit learn Scikit learn ConsensusScore
- Implementation:Apache Paimon Lint Python Script
- Implementation:SeldonIO Seldon core Seldon Experiment Start
- Implementation:Avhz RustQuant B Spline Interpolation
- Implementation:Norrrrrrr lyn WAInjectBench force single gpu
- Implementation:Dotnet Machinelearning Binary Classification Trainers
- Implementation:DistrictDataLabs Yellowbrick Dataset Loaders
- Implementation:Pytorch Serve Generate Model Archive
- Implementation:Farama Foundation Gymnasium FuncEnv
- Implementation:Bitsandbytes foundation Bitsandbytes Python Package CI Workflow
Heuristics
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Alibaba MNN NC4HW4 Data Layout
Environments
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud