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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:Haotian liu LLaVA Single Image Inference
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Groq Groq python Text To Speech
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Langgenius Dify App Creation and Configuration
Principles
- Principle:Neuml Txtai Document Indexing
- Principle:ArroyoSystems Arroyo Connection Testing
- Principle:Microsoft DeepSpeedExamples Inference Performance Measurement
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:Obss Sahi Detectron2 Config Export
- Principle:Tensorflow Tfjs Autoregressive Text Generation
- Principle:Zai org CogVideo SAT Dataset Preparation
- Principle:Alibaba ROLL DPO Loss Computation
- Principle:Interpretml Interpret SHAP Kernel Explanation
- Principle:Huggingface Transformers Documentation Metadata Management
Implementations
- Implementation:Run llama Llama index StructuredLLM
- Implementation:Onnx Onnx Model Hub
- Implementation:Avhz RustQuant Vasicek Bond Pricing
- Implementation:Openai CLIP Zeroshot Classifier
- Implementation:Bentoml BentoML Legacy Service
- Implementation:Recommenders team Recommenders A2SVD Model
- Implementation:Pytorch Serve ASR Emformer Handler
- Implementation:NVIDIA TransformerEngine Normalization Common
- Implementation:Langchain ai Langchain Pyproject Toml Configuration
- Implementation:Scikit learn Scikit learn SpectralClustering
Heuristics
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
Environments
- Environment:Sdv dev SDV Python Runtime
- Environment:Helicone Helicone Wrangler CLI
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Predibase Lorax Python Server Dependencies
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Datahub project Datahub Java Build
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Volcengine Verl Ray Distributed Environment