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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:Iterative Dvc Plot Visualization
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Online ml River Online Clustering
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
Principles
- Principle:Mlc ai Web llm Tool Execution Loop
- Principle:Openclaw Openclaw Message Ingestion
- Principle:Facebookresearch Audiocraft Pretrained Model Loading
- Principle:Deepset ai Haystack Retrieval MAP Evaluation
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Sdv dev SDV Documentation Build Configuration
- Principle:Unslothai Unsloth Ollama Deployment
- Principle:Datahub project Datahub Action Pipeline Configuration
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:OpenHands OpenHands Nested Server Configuration
Implementations
- Implementation:Openai Openai python Response Reasoning Summary Part Done
- Implementation:Langgenius Dify Docker Compose Profiles
- Implementation:NVIDIA NeMo Curator BaseWriter
- Implementation:Eventual Inc Daft Daft Cls
- Implementation:Datahub project Datahub EntityClient Operations
- Implementation:InternLM Lmdeploy BlockIterator
- Implementation:FlagOpen FlagEmbedding MLVU Sub Scene Data
- Implementation:Tensorflow Serving HTTPServer
- Implementation:Elevenlabs Elevenlabs python ResourceMetadataResponseModel
- Implementation:Datahub project Datahub Protoc Descriptor Set Out
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
Environments
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Openai Whisper Triton
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Huggingface Peft Python Core Dependencies