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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:Ggml org Ggml Vision Model Inference
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Sdv dev SDV Multi table synthesis
Principles
- Principle:Cohere ai Cohere python Embed Response Processing
- Principle:SeleniumHQ Selenium CDP Event Subscription
- Principle:Huggingface Open r1 GRPO Training
- Principle:NVIDIA NeMo Curator Image Ingestion
- Principle:Onnx Onnx Model Inspection
- Principle:EvolvingLMMs Lab Lmms eval SGLang Acceleration
- Principle:Huggingface Diffusers Video Pipeline Selection
- Principle:Gretelai Gretel synthetics Batch Synthetic Generation
- Principle:Teamcapybara Capybara Page Navigation
- Principle:Spotify Luigi Web Visualiser Monitoring
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook Create Train Test Split
- Implementation:Confident ai Deepeval ContextGenerator
- Implementation:Facebookresearch Habitat lab Hitl main
- Implementation:Openai Openai python Response Refusal Done
- Implementation:ArroyoSystems Arroyo Table Manager Checkpoint
- Implementation:Langchain ai Langchain ChatMistralAI
- Implementation:Marker Inc Korea AutoRAG CohereReranker
- Implementation:OWASP Www project top 10 for large language model applications ResultsAnalyzer Compile Report
- Implementation:Triton inference server Server GenQaSequenceModels
- Implementation:Online ml River Base DriftDetector
Heuristics
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
Environments
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Apache Kafka Docker Build Environment