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Principles
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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:Dotnet Machinelearning Time Series Forecasting
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
Principles
- Principle:Huggingface Optimum Framework Detection
- Principle:Langgenius Dify DDD Architecture
- Principle:Webdriverio Webdriverio HookLifecycle
- Principle:Promptfoo Promptfoo Data Migration
- Principle:Langgenius Dify Model Provider Management
- Principle:Microsoft Semantic kernel Plugin Registration
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Facebookresearch Habitat lab Agent Implementation
- Principle:PacktPublishing LLM Engineers Handbook Document Cleaning
- Principle:Microsoft Agent framework Azure Chat Client Configuration
Implementations
- Implementation:CrewAIInc CrewAI RAG Embedding Service
- Implementation:LLMBook zh LLMBook zh github io PTDataset
- Implementation:Speechbrain Speechbrain Xvector Custom Model
- Implementation:Microsoft Playwright BiDi Protocol Core Types
- Implementation:Triton inference server Server L0 Model Config Test
- Implementation:Lance format Lance Compression Traits
- Implementation:Apache Druid Hjson Context
- Implementation:Rapidsai Cuml Batched LBFGS
- Implementation:Truera Trulens StateGraph Compile
- Implementation:Risingwavelabs Risingwave CassandraFactory
Heuristics
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
Environments
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:FlowiseAI Flowise Database Environment
- Environment:Cohere ai Cohere python Python SDK Runtime