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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:Intel Ipex llm RAG With LangChain
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Apache Dolphinscheduler RPC Service Communication
Principles
- Principle:Huggingface Diffusers Auto Docstring Generation
- Principle:Langchain ai Langchain Chunk Accumulation
- Principle:Cleanlab Cleanlab Multilabel Quality Scoring
- Principle:FMInference FlexLLMGen Model Replacement Policy
- Principle:Haotian liu LLaVA Result Format Conversion
- Principle:DistrictDataLabs Yellowbrick Text Feature Visualization
- Principle:Ollama Ollama GGUF Model Conversion Gemma3n
- Principle:Ggml org Llama cpp Embedding Computation
- Principle:ARISE Initiative Robomimic Dataset Loading
- Principle:Langchain ai Langgraph Runtime Context
Implementations
- Implementation:Openai Openai python Realtime Server Events
- Implementation:Openai Openai node Alpha Graders
- Implementation:Farama Foundation Gymnasium Performance Benchmark
- Implementation:Sdv dev SDV ProgrammableConstraint Interface
- Implementation:DistrictDataLabs Yellowbrick DecisionBoundariesVisualizer
- Implementation:MaterializeInc Materialize CLI Workload Capture
- Implementation:Haosulab ManiSkill BaseEnv Step Reset
- Implementation:Volcengine Verl Extract Solution Regex
- Implementation:Microsoft Agent framework Response Handler Decorator
- Implementation:OpenGVLab InternVL Load Model And Tokenizer
Heuristics
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
Environments
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Intel Ipex llm XPU Serving Environment