Main Page
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Total Pages
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:Google deepmind Mujoco Model compilation and conversion
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Unslothai Unsloth Vision Model Finetuning
Principles
- Principle:Kubeflow Kubeflow Feature Development Tracking
- Principle:OWASP Www project top 10 for large language model applications Red Team Results Analysis
- Principle:Intel Ipex llm Serving Benchmark Methodology
- Principle:Apache Druid Data Filtering
- Principle:Shiyu coder Kronos Qlib Test Inference
- Principle:Apache Flink Rolling Policy
- Principle:OpenBMB UltraFeedback Critique Annotation
- Principle:Guardrails ai Guardrails Validator Logic Implementation
- Principle:Avhz RustQuant European Vanilla Option Contract
- Principle:Langfuse Langfuse Prompt Dependency Graph
Implementations
- Implementation:Cleanlab Cleanlab OD Find Label Issues
- Implementation:Webdriverio Webdriverio RequestQueueHandler Class
- Implementation:Mistralai Client python Function Dispatch Pattern
- Implementation:Webdriverio Webdriverio PIteration
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Set Loras
- Implementation:LMCache LMCache Controller Utils
- Implementation:Protectai Llm guard PromptInjection
- Implementation:Mage ai Mage ai Package Setup
- Implementation:Mlflow Mlflow Log Metric
- Implementation:Online ml River Linear Model LinearRegression
Heuristics
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
Environments
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Huggingface Datasets JAX Integration
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Apache Flink Python PyFlink Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Kubeflow Pipelines Python SDK