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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:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Online ml River Time Series Forecasting
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Langchain ai Langchain Release Process
Principles
- Principle:Microsoft Onnxruntime Fused Optimizer Configuration
- Principle:Teamcapybara Capybara Feature Spec DSL
- Principle:Nightwatchjs Nightwatch Page Object Structure
- Principle:Mistralai Client python Stream Event Processing
- Principle:Google deepmind Dm control MJCF Model Creation
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:Rapidsai Cuml Spectral Methods
- Principle:Facebookresearch Habitat lab Task Dataset Selection
- Principle:Deepseek ai Janus CFG Input Preparation for Flow
- Principle:Spotify Luigi Pipeline Execution
Implementations
- Implementation:NVIDIA NeMo Curator BoilerPlateStringModifier
- Implementation:ArroyoSystems Arroyo Nexmark Operator
- Implementation:Mlc ai Mlc llm Pipeline Parallel Rewrite
- Implementation:Apache Kafka Merge Pr
- Implementation:Liu00222 Open Prompt Injection split sentence
- Implementation:Facebookresearch Habitat lab ClientHelper
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Bias Add
- Implementation:TA Lib Ta lib python Pip Install TA Lib
- Implementation:Cypress io Cypress DetectFramework Setup
- Implementation:OpenHands OpenHands SaaSMonitoringListener
Heuristics
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
Environments
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Kserve Kserve Python Runtime
- Environment:Ollama Ollama CGo Runtime
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Apache Druid Web Console Development
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Datahub project Datahub Docker Runtime
- Environment:Tencent Ncnn Build Environment