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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:LaurentMazare Tch rs LLM Text Generation
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Volcengine Verl Supervised Fine Tuning
Principles
- Principle:EvolvingLMMs Lab Lmms eval Registry Registration
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:Speechbrain Speechbrain Seq2Seq ASR Training
- Principle:SeldonIO Seldon core Experiment Configuration
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:Google deepmind Mujoco Model Inspection
- Principle:Deepspeedai DeepSpeed Reward Model Training
- Principle:Google deepmind Mujoco Analytical Derivatives
- Principle:Zai org CogVideo Autoencoder Architecture
Implementations
- Implementation:Triton inference server Server Git Clone Server
- Implementation:Lance format Lance EncodingsIo
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:Open compass VLMEvalKit SenseChatVisionWrapper
- Implementation:NVIDIA NeMo Curator JusText Extractor
- Implementation:Apache Druid PortalBubble
- Implementation:DevExpress Testcafe TestRunBookmark
- Implementation:Duckdb Duckdb Extension Sign
- Implementation:Elevenlabs Elevenlabs python ProjectExternalAudioResponseModel
- Implementation:Farama Foundation Gymnasium JaxToTorch
Heuristics
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
Environments
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:LMCache LMCache Python Runtime
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Vllm project Vllm CUDA
- Environment:Arize ai Phoenix Python Runtime
- Environment:Trailofbits Fickling Python Runtime