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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:ClickHouse ClickHouse Building From Source
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Cohere ai Cohere python Text Embedding
Principles
- Principle:Mlflow Mlflow Prompt Registration
- Principle:Webdriverio Webdriverio CommandLifecycle
- Principle:Ucbepic Docetl Optimized Pipeline Review
- Principle:Mlc ai Web llm Page Content Access
- Principle:Apache Shardingsphere Hint Based Routing
- Principle:Onnx Onnx External Data Loading
- Principle:LLMBook zh LLMBook zh github io Causal LM Model Initialization
- Principle:Avhz RustQuant Exotic Option Contracts
- Principle:Roboflow Rf detr Model Deployment
- Principle:MarketSquare Robotframework browser Library Import and Configuration
Implementations
- Implementation:NVIDIA DALI QA Setup Packages
- Implementation:Ggml org Llama cpp Lookup Stats
- Implementation:Langchain ai Langgraph Internal Runnable
- Implementation:Elevenlabs Elevenlabs python McpServerConfigOutput
- Implementation:Microsoft Semantic kernel AgentMigration OpenAPI Spec
- Implementation:Sktime Pytorch forecasting FullAttention
- Implementation:Openai Openai node ChatCompletionRunner
- Implementation:Langchain ai Langchain HuggingFaceEndpointEmbeddings
- Implementation:Neuml Txtai Baseball Example
- Implementation:Openai Openai python Response Function Shell Tool Call
Heuristics
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:VainF Torch Pruning Over Pruning Prevention
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Mit han lab Llm awq Python Runtime Environment