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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:Mistralai Client python Azure Chat Completion
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:DevExpress Testcafe CI Integration
- Workflow:MarketSquare Robotframework browser Library Development and Release
Principles
- Principle:Datahub project Datahub Stack Lifecycle Management
- Principle:Gretelai Gretel synthetics Training Configuration
- Principle:EvolvingLMMs Lab Lmms eval SGLang Acceleration
- Principle:Togethercomputer Together python Batch Job Creation
- Principle:Nightwatchjs Nightwatch Page Commands
- Principle:ThreeSR Awesome Inference Time Scaling CLI Configuration
- Principle:Huggingface Transformers Model Loading For Training
- Principle:Bigscience workshop Petals Chatbot Model Loading
- Principle:Teamcapybara Capybara Selection Controls
- Principle:Datajuicer Data juicer Operator Dependency Management
Implementations
- Implementation:Apache Druid SchemaPreviewTable
- Implementation:Langchain ai Langchain AzureOpenAI LLM
- Implementation:Microsoft Playwright Server Instrumentation
- Implementation:Wandb Weave Bump Version Dev
- Implementation:Huggingface Trl GRPOTrainer Train Loop
- Implementation:Ucbepic Docetl ClusterOperation Execute
- Implementation:Microsoft LoRA Split LoRA Weights
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationStage
- Implementation:Langgenius Dify Theme Var Define
- Implementation:Guardrails ai Guardrails Validator Tracing
Heuristics
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
Environments
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Lance format Lance Rust Toolchain
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Apache Flink Node Build Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:CarperAI Trlx Python Accelerate