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1,118
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:Protectai Llm guard Scanner Benchmarking
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Neuml Txtai Agent Orchestration
Principles
- Principle:Huggingface Datasets Scalar Value Types
- Principle:Avhz RustQuant Yield Curve Construction
- Principle:Nightwatchjs Nightwatch Module Import
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
- Principle:ClickHouse ClickHouse Socket Abstraction
- Principle:Nautechsystems Nautilus trader Strategy Lifecycle
- Principle:Junyanz Pytorch CycleGAN and pix2pix Pretrained Model Download
- Principle:Webdriverio Webdriverio BrowserStack Session Management
- Principle:Intel Ipex llm KV Cache Eviction
- Principle:Datahub project Datahub Lineage Emission
Implementations
- Implementation:ARISE Initiative Robosuite LegBaseModel
- Implementation:Lucidrains X transformers DPO Forward
- Implementation:Openclaw Openclaw DoctorCommand
- Implementation:Liu00222 Open Prompt Injection Model query
- Implementation:Openai Openai agents python Execute Tools And Side Effects
- Implementation:Google deepmind Mujoco User Objects
- Implementation:Langfuse Langfuse JSON Utils
- Implementation:Hpcaitech ColossalAI Eval BaseModel
- Implementation:Langgenius Dify I18n Translation Data
- Implementation:Togethercomputer Together python Speech Create
Heuristics
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
Environments
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Cypress io Cypress Browser Requirements
- Environment:Kubeflow Pipelines Python SDK
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Cohere ai Cohere python Cohere API Credentials