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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:Microsoft Playwright AI agent driven testing
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Volcengine Verl Multi Turn Tool Use Training
Principles
- Principle:ARISE Initiative Robosuite HDF5 Dataset Aggregation
- Principle:Isaac sim IsaacGymEnvs Randomization State Initialization
- Principle:Duckdb Duckdb Skip List Data Structure
- Principle:Kserve Kserve Gateway Inference Extension
- Principle:Openclaw Openclaw Documentation Site Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Startup Performance Profiling
- Principle:Arize ai Phoenix Client Initialization
- Principle:Scikit learn contrib Imbalanced learn Condensed Nearest Neighbour
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Ggml org Llama cpp Configuration
Implementations
- Implementation:CARLA simulator Carla WalkerAIController Class
- Implementation:BerriAI Litellm Health Check
- Implementation:Arize ai Phoenix Pyproject Config
- Implementation:LMCache LMCache Disagg Prerequisite Checks
- Implementation:EvolvingLMMs Lab Lmms eval VisualPuzzles Utils
- Implementation:Online ml River Metrics ConfusionMatrix
- Implementation:Spotify Luigi HDFS Config
- Implementation:Run llama Llama index SentenceSplitter Configuration
- Implementation:Ucbepic Docetl ScraperRoute
- Implementation:Lance format Lance VectorThroughputBench
Heuristics
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Promptfoo Promptfoo Retry With Jitter
Environments
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Apache Airflow Python Runtime Environment
- Environment:Princeton nlp SimPO CUDA Training