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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:Kubeflow Kubeflow Platform Deployment
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Mistralai Client python Chat Completion
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Obss Sahi Sliced Inference Pipeline
Principles
- Principle:Eventual Inc Daft Data Display
- Principle:Bentoml BentoML Deployment Configuration
- Principle:Zai org CogVideo Optical Flow Training Loss
- Principle:Ggml org Llama cpp Embedding API
- Principle:Ggml org Llama cpp Chat Completions
- Principle:Mlflow Mlflow Local Model Serving
- Principle:Datahub project Datahub Protobuf Annotation
- Principle:Facebookresearch Habitat lab Data Recording
- Principle:Apache Kafka Coordinator State Loading
- Principle:Huggingface Trl DPO Argument Configuration
Implementations
- Implementation:Huggingface Open r1 Get Dataset
- Implementation:Scikit learn contrib Imbalanced learn OneSidedSelection
- Implementation:LLMBook zh LLMBook zh github io Quantize Func
- Implementation:Microsoft Onnxruntime OnnxTensor JNI
- Implementation:DataTalksClub Data engineering zoomcamp Spark WithColumnRenamed
- Implementation:NVIDIA NeMo Curator ImageWriterStage
- Implementation:Alibaba MNN Torch Model Export
- Implementation:SeleniumHQ Selenium JavascriptExecutor
- Implementation:Huggingface Datatrove CheckDataset
- Implementation:NVIDIA TransformerEngine PyTorch Ext Activation
Heuristics
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Langchain ai Langgraph Stream Mode Selection
Environments
- Environment:Vllm project Vllm Benchmarks
- Environment:Openai Whisper Numba
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:CarperAI Trlx Python Accelerate
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Sgl project Sglang Runtime
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Unstructured IO Unstructured PDF Dependencies