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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:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Infiniflow Ragflow Document Processing Pipeline
Principles
- Principle:Turboderp org Exllamav2 Quantization Sensitivity Measurement
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:ARISE Initiative Robosuite Environment Wrapper Pattern
- Principle:Evidentlyai Evidently Regression Quality Evaluation
- Principle:AnswerDotAI RAGatouille Index Loading
- Principle:Speechbrain Speechbrain Whisper Dataset Preparation
- Principle:Tensorflow Tfjs Activation Functions
- Principle:Microsoft Playwright Extract Data with Agent
- Principle:Teamcapybara Capybara RSpec Integration
- Principle:Apache Paimon Row Representation
Implementations
- Implementation:Huggingface Trl DPOTrainer Init Train
- Implementation:CarperAI Trlx NeMo ILQL Trainer
- Implementation:Huggingface Datatrove ZstdMediaReader
- Implementation:Online ml River Sketch Counter
- Implementation:Online ml River Drift DummyDriftDetector
- Implementation:Openai Openai python Vector Store List Params
- Implementation:Apache Airflow MetricsRegistry
- Implementation:NVIDIA TransformerEngine Cross Entropy
- Implementation:Princeton nlp Tree of thought llm Gpt Completion
- Implementation:Mlc ai Mlc llm Auto Device
Heuristics
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Apache Spark K8s Container Patterns
Environments
- Environment:Vllm project Vllm CPU Runtime
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Apache Kafka Committer Tools Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime