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Principles
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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:Haotian liu LLaVA Single Image Inference
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Bentoml BentoML Model Store Management
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Rapidsai Cuml Time Series Forecasting
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Model Discovery
- Principle:Guardrails ai Guardrails API Server Installation
- Principle:Neuml Txtai Document Collection
- Principle:Triton inference server Server Tracing Testing
- Principle:Openai Openai python Response Creation
- Principle:Mit han lab Llm awq Fused Attention Optimization
- Principle:Openclaw Openclaw Gateway Restart
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:SqueezeAILab ETS Reward Model Serving
- Principle:Sdv dev SDV Metadata Migration
Implementations
- Implementation:SqueezeAILab ETS Grade Answer
- Implementation:Pytorch Serve Install Dependencies
- Implementation:Scikit learn Scikit learn Encode
- Implementation:Fastai Fastbook Feature Importances
- Implementation:Facebookresearch Audiocraft AudioSeal WMModel
- Implementation:Heibaiying BigData Notes Hive Partition and Bucket Config
- Implementation:Huggingface Transformers Pipeline Postprocess
- Implementation:Mlc ai Mlc llm FT GEMM
- Implementation:MaterializeInc Materialize Cargo Workspace Config
- Implementation:Ggml org Ggml Cpu unary ops
Heuristics
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Allenai Open instruct BFloat16 Training
Environments
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Openai Whisper Triton
- Environment:Kserve Kserve Leader Worker Set
- Environment:Apache Dolphinscheduler ZooKeeper Registry