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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:Openai CLIP Linear probe evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Huggingface Diffusers Checkpoint Conversion
Principles
- Principle:Webdriverio Webdriverio Browser Session Creation
- Principle:SeldonIO Seldon core Usage Metrics Data Model
- Principle:Vespa engine Vespa Stemming
- Principle:Ggml org Llama cpp Sampling System
- Principle:Ggml org Llama cpp LoggingInfrastructure
- Principle:Haosulab ManiSkill CPU GPU Dual Backend
- Principle:Apache Druid Datasource Introspection
- Principle:Tencent Ncnn Neural Speech Synthesis
- Principle:Ggml org Llama cpp Partial JSON Healing
- Principle:Openai Openai agents python Stream Event Consumption
Implementations
- Implementation:TobikoData Sqlmesh LoadingContainer
- Implementation:Bentoml BentoML Bentoml Service Decorator
- Implementation:Huggingface Trl Get Dataset GRPO
- Implementation:Microsoft Autogen Component Schema Gen
- Implementation:Microsoft Onnxruntime FusedAdam FP16Optimizer
- Implementation:Open compass VLMEvalKit MEGABench Constrained Generation
- Implementation:Huggingface Diffusers Custom Init Isort
- Implementation:Webdriverio Webdriverio BrowserStack Types
- Implementation:Deepspeedai DeepSpeed AutoModel For Inference
- Implementation:Evidentlyai Evidently Legacy JSON Schema Match Feature
Heuristics
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Mlc ai Web llm Low Resource Model Selection
Environments
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Getgauge Taiko Linux System Libraries
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment