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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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|---|---|---|
| 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:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Langchain ai Langgraph Functional API Workflow
Principles
- Principle:Predibase Lorax OpenAI Compatible Client
- Principle:Isaac sim IsaacGymEnvs Dexterous Manipulation Task Design
- Principle:Apache Kafka Buildx Builder Setup
- Principle:Pyro ppl Pyro Normalizing Flow Integration
- Principle:Groq Groq python Batch Results Retrieval
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Tensorflow Serving gRPC Service Stubs
- Principle:Huggingface Diffusers Video Input Preparation
- Principle:Tensorflow Serving Class Registration Pattern
- Principle:Spotify Luigi Data Export
Implementations
- Implementation:Langgenius Dify Refactor Component
- Implementation:NVIDIA TransformerEngine JAX LayerNorm Dense
- Implementation:Huggingface Datatrove BaseInferenceServer
- Implementation:Langchain ai Langchain ChatMistralAI
- Implementation:Huggingface Datasets Dataset With Format
- Implementation:Microsoft DeepSpeedExamples Domino GPT Model
- Implementation:Ray project Ray Sphinx Configuration
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval Retrieval
- Implementation:Astronomer Astronomer cosmos OracleUserPasswordProfileMapping
- Implementation:SeleniumHQ Selenium Closure Structs
Heuristics
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
Environments
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Online ml River Build Toolchain
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Kserve Kserve Knative Serving
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment