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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:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Guardrails ai Guardrails LLM Output Validation
Principles
- Principle:Alibaba MNN LLM Inference Execution
- Principle:Sktime Pytorch forecasting Lightning Trainer Configuration
- Principle:Triton inference server Server QA Shell Test Infrastructure
- Principle:CarperAI Trlx Reward Model Serving
- Principle:Openai Whisper Median Filtering
- Principle:Gretelai Gretel synthetics LSTM Model Building
- Principle:Zai org CogVideo Diffusion Sampling
- Principle:Neuml Txtai ANN Backend Architecture
- Principle:Recommenders team Recommenders NRMS Architecture
- Principle:Marker Inc Korea AutoRAG Export And Corpus Remapping
Implementations
- Implementation:DataExpert io Data engineer handbook Create events source kafka
- Implementation:Apache Airflow BaseSecretsBackend
- Implementation:Ggml org Ggml Ggml backend sched new
- Implementation:Vespa engine Vespa ConfigSubscriber NextConfig
- Implementation:Vibrantlabsai Ragas Edited Chain Runs Sample
- Implementation:Helicone Helicone Heartbeat Worker Types
- Implementation:Google deepmind Mujoco mjx get data
- Implementation:Farama Foundation Gymnasium StickyAction
- Implementation:Microsoft Onnxruntime OrtLoggingLevel
- Implementation:MaterializeInc Materialize ResolvedImage Build
Heuristics
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Apache Druid Query Error Suggestion Patterns
Environments
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Apache Flink Node Build Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:DevExpress Testcafe Firefox Marionette