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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:Microsoft LoRA LoRA Integration
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Huggingface Optimum Model Export
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Tensorflow Tfjs Sequential Model Training
Principles
- Principle:CarperAI Trlx Distributed Logging
- Principle:Ggml org Llama cpp Server Configuration
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:Anthropics Anthropic sdk python Provider Selection And Dependencies
- Principle:Microsoft DeepSpeedExamples ZeRO3 CPU Offload Training
- Principle:Heibaiying BigData Notes Flink Kafka Source
- Principle:Deepspeedai DeepSpeed Inference Execution
- Principle:Openclaw Openclaw Extension Verification
- Principle:NVIDIA DALI Video Spatial Crop
- Principle:Microsoft DeepSpeedExamples RLHF Engine Initialization
Implementations
- Implementation:Avhz RustQuant Bisection Method
- Implementation:Cohere ai Cohere python AssistantMessageV2ContentOneItem Model
- Implementation:Microsoft DeepSpeedExamples BingBert GlueClassifierLarge
- Implementation:Evidentlyai Evidently Legacy Data Quality Preset
- Implementation:Datajuicer Data juicer ImageTaggingMapper
- Implementation:Apache Druid SchemaColumnList
- Implementation:Apache Flink SourceReaderOptions
- Implementation:Huggingface Optimum Get Transformed Nodes
- Implementation:LMCache LMCache KVController
- Implementation:Apache Paimon ApplyDeletionVectorReader
Heuristics
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Groq Groq python Error Handling Hierarchy
Environments
- Environment:Spotify Luigi AWS S3 Storage
- Environment:BerriAI Litellm Provider API Credentials
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies