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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:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Trailofbits Fickling PyTorch Payload Injection
Principles
- Principle:Onnx Onnx Model Validation
- Principle:Langgenius Dify Datasource Node Configuration
- Principle:Volcengine Verl Multimodal Data Preparation
- Principle:Tensorflow Tfjs Define Model Architecture
- Principle:BerriAI Litellm Callback Registration
- Principle:Run llama Llama index Index Persistence
- Principle:Liu00222 Open Prompt Injection Configuration Loading
- Principle:Scikit learn Scikit learn Manifold Learning
- Principle:Treeverse LakeFS Hook Triggered Commit
- Principle:Farama Foundation Gymnasium Vector Rendering
Implementations
- Implementation:Confident ai Deepeval Update Current Span
- Implementation:Lm sys FastChat Deduplication
- Implementation:Sgl project Sglang Mamba Ops
- Implementation:Helicone Helicone HeliconeProducer SendMessage
- Implementation:Apache Airflow SecretsMasker
- Implementation:Teamcapybara Capybara Selenium Find
- Implementation:Open compass VLMEvalKit MMAlignBench
- Implementation:Apache Dolphinscheduler RpcService Annotation
- Implementation:Ucbepic Docetl RankOperation Execute
- Implementation:Haosulab ManiSkill CommonUtils
Heuristics
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
Environments
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:PrefectHQ Prefect Prefect Server Database