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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:Apache Paimon Blob Storage With Descriptors
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Online ml River Online Clustering
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Cypress io Cypress Component Test Execution
Principles
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Eventual Inc Daft UDF Metrics
- Principle:Facebookresearch Habitat lab Hierarchical Policy Assembly
- Principle:Diagram of thought Diagram of thought Typed Protocol Configuration
- Principle:Ollama Ollama Model Loading
- Principle:Tensorflow Serving Version Label Routing
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork dataset preparation
- Principle:Ggml org Llama cpp Input Text Preparation
- Principle:CarperAI Trlx PPO Configuration
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
Implementations
- Implementation:Langchain ai Langchain FireworksEmbeddings
- Implementation:Alibaba ROLL RLVRConfig
- Implementation:Scikit learn Scikit learn BaseEnsemble
- Implementation:Deepspeedai DeepSpeed AIO Common
- Implementation:Webdriverio Webdriverio Frameworks Types
- Implementation:ArroyoSystems Arroyo Avro Serializer
- Implementation:CrewAIInc CrewAI Couchbase Vector Search Tool
- Implementation:Neuml Txtai Topic Modeling
- Implementation:NVIDIA NeMo Curator Base Downloader
- Implementation:Kubeflow Kubeflow Manifests E2E Testing
Heuristics
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
Environments
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Protectai Llm guard API Server Deployment
- Environment:Apache Paimon Python Core Runtime
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Mlflow Mlflow Docker Container Environment