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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:Langgenius Dify Plugin Management
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Openai Openai node Function Calling
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
Principles
- Principle:Apache Shardingsphere SPI Rule Building
- Principle:Allenai Open instruct Reward Model Evaluation
- Principle:Dotnet Machinelearning Latent Dirichlet Allocation
- Principle:Speechbrain Speechbrain Seq2Seq ASR Training
- Principle:Langchain ai Langgraph Task Definition
- Principle:VainF Torch Pruning Group Norm Regularization
- Principle:Webdriverio Webdriverio Cloud Session Management
- Principle:Cypress io Cypress Browser Detection
- Principle:Anthropics Anthropic sdk python API Resource Pattern
- Principle:Isaac sim IsaacGymEnvs Factory Scene Initialization
Implementations
- Implementation:Mlc ai Mlc llm Debug Entrypoints
- Implementation:Online ml River Linear Model PA
- Implementation:Run llama Llama index SemanticSimilarityEvaluator
- Implementation:Lance format Lance EncodingFormat
- Implementation:ClickHouse ClickHouse Poco SocketAddress Impl
- Implementation:TobikoData Sqlmesh CopyButton
- Implementation:Huggingface Optimum QuestionAnsweringProcessing
- Implementation:Facebookresearch Habitat lab Timing
- Implementation:Langgenius Dify Marketplace Contract
- Implementation:NVIDIA NeMo Curator TransNetV2Model
Heuristics
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
Environments
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:FlowiseAI Flowise Database Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Sgl project Sglang Web
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies