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1,118
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:Volcengine Verl GRPO Training Pipeline
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:Neuml Txtai SQL Query Processing
- Principle:AnswerDotAI RAGatouille Trainer Initialization
- Principle:OWASP Www project top 10 for large language model applications Automated Vulnerability Scanning
- Principle:Diagram of thought Diagram of thought Reasoning Path Analysis
- Principle:Neuml Txtai Workflow Execution
- Principle:Apache Hudi Clustering Plan Generation
- Principle:Groq Groq python Message Construction
- Principle:Apache Shardingsphere Cluster Repository Initialization
- Principle:FlagOpen FlagEmbedding Multimodal Retrieval
- Principle:Microsoft Onnxruntime Training Component Assembly
Implementations
- Implementation:LLMBook zh LLMBook zh github io Build Alibi Tensor
- Implementation:Sktime Pytorch forecasting sLSTMLayer
- Implementation:Puppeteer Puppeteer SecurityDetails
- Implementation:ArroyoSystems Arroyo Udf Edit Tab
- Implementation:Langfuse Langfuse AggregateScores
- Implementation:Mit han lab Llm awq Serve Controller
- Implementation:Puppeteer Puppeteer DetectBrowserPlatform
- Implementation:Cohere ai Cohere python V2ChatResponse Model
- Implementation:Pyro ppl Pyro Model Inspect
- Implementation:Microsoft Playwright LocalUtils
Heuristics
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Huggingface Peft LoRA Default Configuration
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Iamhankai Forest of Thought OpenAI API Credentials