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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:Microsoft Agent framework Declarative Agent Definition
- Workflow:Openai Openai node Streaming To Client
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Iterative Dvc Experiment Tracking
Principles
- Principle:Truera Trulens Application Recording
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Huggingface Datatrove Tokenizer Loading
- Principle:OpenRLHF OpenRLHF DPO Loss Computation
- Principle:Ucbepic Docetl Pipeline Export
- Principle:Cohere ai Cohere python Finetuned Model Creation
- Principle:Microsoft DeepSpeedExamples Baseline PyTorch Training
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:Unslothai Unsloth Supervised Finetuning
- Principle:Avhz RustQuant Option Greeks
Implementations
- Implementation:Haosulab ManiSkill AllegroHandTouch
- Implementation:Tensorflow Tfjs Pooling Layers
- Implementation:Open compass VLMEvalKit MathV Utils
- Implementation:Google deepmind Mujoco Glad Loader
- Implementation:Lance format Lance Java IndexDescription
- Implementation:SeleniumHQ Selenium PageLoadStrategy
- Implementation:Apache Flink FileCommitter Commit
- Implementation:Avhz RustQuant Heston Process
- Implementation:Neuml Txtai DuckDB Database
- Implementation:Microsoft DeepSpeedExamples BingBert PytorchModeling
Heuristics
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
Environments
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies