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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:VainF Torch Pruning Object Detection Pruning
- Workflow:BerriAI Litellm Observability Integration
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Tencent Ncnn Image Classification Inference
Principles
- Principle:Ray project Ray Actor Method Invocation
- Principle:Google deepmind Mujoco Analytical Derivatives
- Principle:Kubeflow Kubeflow Tune Hyperparameters
- Principle:Alibaba MNN Output Postprocessing
- Principle:HKUDS AI Trader Crypto Data Fetching
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Apache Kafka Coordinator Read Operations
- Principle:Deepset ai Haystack Semantic Answer Similarity Evaluation
- Principle:Ucbepic Docetl Evaluation Function Registration
- Principle:Turboderp org Exllamav2 Constrained Generation
Implementations
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:Huggingface Transformers AutoTokenizer From Pretrained
- Implementation:BerriAI Litellm Get Supported Openai Params
- Implementation:Run llama Llama index Index As Query Engine
- Implementation:NVIDIA DALI Cpplint
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Visualizer
- Implementation:Bentoml BentoML GRPC Utils
- Implementation:Spotify Luigi ECSTask
- Implementation:Cohere ai Cohere python ModelsRawClient
- Implementation:Kubeflow Pipelines Kustomize Build Apply
Heuristics
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
Environments
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Promptfoo Promptfoo Node Runtime