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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 Web Demo Deployment
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
Principles
- Principle:Webdriverio Webdriverio Plugin Architecture
- Principle:Vespa engine Vespa FRT Transport and Failover
- Principle:Anthropics Anthropic sdk python Thinking Configuration
- Principle:Nautechsystems Nautilus trader Execution Reconciliation
- Principle:Openai Whisper Basic Text Normalization
- Principle:Apache Spark Release Version Tagging
- Principle:Fastai Fastbook Activation Functions
- Principle:Mlfoundations Open flamingo Distributed Training Setup
- Principle:Infiniflow Ragflow Progress Tracking
- Principle:PacktPublishing LLM Engineers Handbook Document Cleaning
Implementations
- Implementation:Langgenius Dify Pnpm Lockfile
- Implementation:Triton inference server Server MemoryAllocTest
- Implementation:Open compass VLMEvalKit OlmOCRBench Tests
- Implementation:Apache Airflow Metrics Template
- Implementation:Speechbrain Speechbrain ErrorRateStats For Whisper
- Implementation:Microsoft Onnxruntime OrtSession SessionOptions JNI
- Implementation:Truera Trulens Feedback On Selectors
- Implementation:Vespa engine Vespa Container Disc ABI Spec
- Implementation:Apache Airflow Verify Release Calendar
- Implementation:SeldonIO Seldon core Seldon Pipeline Advanced Routing
Heuristics
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Kornia Kornia Numerical Stability Patterns
Environments
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Apache Flink Node Build Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Allenai Open instruct vLLM Inference
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials