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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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|---|---|---|
| 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 Openai python Chat Completion
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:CARLA simulator Carla Traffic Generation
Principles
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:Spcl Graph of thoughts Ground Truth Evaluation
- Principle:AnswerDotAI RAGatouille Model Training
- Principle:MaterializeInc Materialize Pipeline YAML Generation
- Principle:SeleniumHQ Selenium WebDriver Session For CDP
- Principle:Triton inference server Server Protocol Endpoint Testing
- Principle:Avhz RustQuant Interpolation
- Principle:Apache Druid Partitioning Configuration
- Principle:Datajuicer Data juicer Operator Testing
- Principle:Bitsandbytes foundation Bitsandbytes LLM Int8 Linear Layer
Implementations
- Implementation:Scikit learn Scikit learn ClassicalMDS
- Implementation:Googleapis Python genai Common Utilities
- Implementation:Apache Kafka CoordinatorRuntime ScheduleWriteOperation
- Implementation:Huggingface Alignment handbook SFTTrainer Usage
- Implementation:Google deepmind Mujoco MJX Sensor
- Implementation:Liu00222 Open Prompt Injection PromptLocate locate and recover
- Implementation:Googleapis Python genai AutomaticFunctionCallingConfig Setup
- Implementation:Apache Dolphinscheduler DataSourceProcessorManager SPI Loading
- Implementation:Openai Openai node ZodToJsonSchema Entry
- Implementation:Confident ai Deepeval Evaluate Function
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
Environments
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Spotify Luigi Python Runtime
- Environment:Huggingface Datatrove Processing Dependencies