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Workflows
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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:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:Helicone Helicone Dashboard Visualization
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:Openai Openai agents python Prompt Templates
- Principle:Google deepmind Mujoco Stack Memory
- Principle:Duckdb Duckdb FSST String Compression
- Principle:HKUDS AI Trader System Prompt Construction
- Principle:Facebookresearch Habitat lab HRL Configuration Composition
- Principle:Scikit learn Scikit learn Stacking Ensemble
- Principle:Alibaba MNN Source Model Preparation
- Principle:Arize ai Phoenix OTel Dependency Setup
Implementations
- Implementation:DevExpress Testcafe CI Reporter Usage
- Implementation:Apache Paimon Schema From Pyarrow
- Implementation:Scikit learn contrib Imbalanced learn make imbalance
- Implementation:Huggingface Datasets SparkDatasetReader
- Implementation:Eventual Inc Daft LazyImport
- Implementation:Anthropics Anthropic sdk python Messages Create With Thinking
- Implementation:Run llama Llama index RecursiveRetriever
- Implementation:OpenGVLab InternVL TextVQAAccuracyEvaluator
- Implementation:Apache Airflow Structlog Configuration
- Implementation:Open compass VLMEvalKit VGRPBench Common Puzzle Factory
Heuristics
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
Environments
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Iterative Dvc DVC Environment Variables