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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:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Mlc ai Web llm Function Calling
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:ARISE Initiative Robosuite Whole Body IK Control
- Principle:InternLM Lmdeploy Batch Text Generation
- Principle:Avhz RustQuant Generalized Black Scholes Merton
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:LMCache LMCache CacheBlend Connector Initialization
- Principle:Togethercomputer Together python Dataset Preparation
- Principle:Groq Groq python Client Initialization
- Principle:Mit han lab Llm awq WikiText Perplexity Evaluation
- Principle:InternLM Lmdeploy Backend Auto Selection
- Principle:Apache Beam Execution Monitoring
Implementations
- Implementation:Vibrantlabsai Ragas RubricsScore
- Implementation:Apache Flink HadoopUtils
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:Open compass VLMEvalKit MME Reasoning
- Implementation:Pyro ppl Pyro CSIS
- Implementation:Webdriverio Webdriverio DeleteSession Command
- Implementation:Apache Airflow Retag Docker Images
- Implementation:OpenGVLab InternVL M4C Evaluator
- Implementation:Interpretml Interpret Merge Ebms
- Implementation:NVIDIA DALI CUDAEventPool
Heuristics
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
Environments
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Apache Airflow Docker Container Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Mistralai Client python GCP Deployment Environment