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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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|---|---|---|
| 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 GPT2 Text Generation
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
Principles
- Principle:Mlflow Mlflow Prompt Loading and Formatting
- Principle:Ollama Ollama Response Streaming
- Principle:Google research Deduplicate text datasets Dataset Serialization HF
- Principle:BerriAI Litellm Job Progress Monitoring
- Principle:Webdriverio Webdriverio Documentation Infrastructure
- Principle:PacktPublishing LLM Engineers Handbook LLM As Judge Evaluation
- Principle:InternLM Lmdeploy Response Processing
- Principle:Langchain ai Langgraph Store Configuration
- Principle:Norrrrrrr lyn WAInjectBench LoRA Adapter Injection
- Principle:Anthropics Anthropic sdk python Parse Request Execution
Implementations
- Implementation:Microsoft Playwright Debugger
- Implementation:Explodinggradients Ragas Collections RougeScore Metric
- Implementation:Sail sg LongSpec Bulma Carousel
- Implementation:SeleniumHQ Selenium Closure UI MenuButton
- Implementation:Mistralai Client python Tool And Function
- Implementation:Evidentlyai Evidently Legacy Collector Storage
- Implementation:Tensorflow Tfjs CPU DepthwiseConv2dNativeBackpropInput Kernel
- Implementation:Facebookresearch Habitat lab Gym Definitions
- Implementation:Princeton nlp SimPO Post Process Script
- Implementation:Ollama Ollama ToEmbeddingList
Heuristics
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
Environments
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Datahub project Datahub Python Ingestion
- Environment:Open compass VLMEvalKit Data Storage Environment