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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:Onnx Onnx Model Validation
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Openai Openai node Chat Completion
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Openai Openai python Audio Processing
- Workflow:Helicone Helicone LLM Request Proxy Logging
Principles
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Apache Airflow Production Hardening
- Principle:Kserve Kserve Local Model Caching
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Ggml org Llama cpp File Memory Mapping
- Principle:Iterative Dvc Data Structure Utilities
- Principle:Huggingface Datatrove JSONL Data Reading
- Principle:PeterL1n BackgroundMattingV2 ONNX export
- Principle:CarperAI Trlx Distributed Logging
- Principle:Intel Ipex llm Document Chunking
Implementations
- Implementation:MarketSquare Robotframework browser Rfbrowser Install
- Implementation:Treeverse LakeFS Java SDK Model CommitList
- Implementation:Vllm project Vllm Env Override
- Implementation:Googleapis Python genai Models Upscale Image
- Implementation:Truera Trulens Otel StackTreeNode
- Implementation:Confident ai Deepeval Evaluate Trace
- Implementation:Truera Trulens SnowflakeConnector Server Side
- Implementation:Open compass VLMEvalKit GSM8KVDataset
- Implementation:DevExpress Testcafe Screenshots And VideoRecorder
- Implementation:Cohere ai Cohere python V2Client Chat Stream
Heuristics
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
Environments
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Openai Openai agents python MCP Dependencies
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Ollama Ollama Go Runtime
- Environment:Sgl project Sglang Prometheus
- Environment:Vespa engine Vespa FNET Transport Config