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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:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Tensorflow Tfjs Transfer Learning
Principles
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Tensorflow Serving SavedModel Export
- Principle:ChenghaoMou Text dedup Benchmark Evaluation
- Principle:Fede1024 Rust rdkafka Custom Client Context
- Principle:Vespa engine Vespa Control File Initialization
- Principle:CrewAIInc CrewAI Conditional Routing
- Principle:Vespa engine Vespa Log Target and Level Configuration
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Fastai Fastbook Latent Factor Model
- Principle:Huggingface Transformers Quantized Model Loading
Implementations
- Implementation:Mage ai Mage ai Chargebee Common Invoices Schema
- Implementation:Arize ai Phoenix Pyproject Config
- Implementation:NVIDIA NeMo Curator DocumentSplitter
- Implementation:Intel Ipex llm NPU Multimodal MiniCPM
- Implementation:Tensorflow Tfjs Model Hosting Pattern
- Implementation:Alibaba ROLL Patcher
- Implementation:Triton inference server Server L0 Socket Test
- Implementation:Apache Shardingsphere TableCoordinatorChangedHandler Handle
- Implementation:DevExpress Testcafe Assertions TypeDefs
- Implementation:Microsoft Autogen Studio Builder Store
Heuristics
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
Environments
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Spotify Luigi AWS S3 Storage
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Avhz RustQuant Rust Stable
- Environment:Sgl project Sglang CPU
- Environment:OpenBMB UltraFeedback OpenAI API Environment