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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:Openai Openai python Realtime Conversation
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Alibaba MNN Model Compression
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Duckdb Duckdb Benchmark Execution
Principles
- Principle:Liu00222 Open Prompt Injection Attacker Creation
- Principle:Apache Spark PR Merge Workflow
- Principle:FlowiseAI Flowise API Key Management
- Principle:Huggingface Optimum Model Symbolic Tracing
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Model Deployment
- Principle:Ollama Ollama Model Loading And GPU Scheduling
- Principle:Sktime Pytorch forecasting V2 Model Base
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:Confident ai Deepeval Retriever Span Enrichment
- Principle:Volcengine Verl Trajectory Reward Shaping
Implementations
- Implementation:Openai Whisper DecodingTask Run
- Implementation:ARISE Initiative Robosuite DomainRandomizationWrapper
- Implementation:Norrrrrrr lyn WAInjectBench extract embeddings
- Implementation:Arize ai Phoenix Span Helpers
- Implementation:Spotify Luigi RemoteScheduler Worker
- Implementation:LMCache LMCache LMCacheEngine Retrieve
- Implementation:SeleniumHQ Selenium ScriptKey
- Implementation:Zai org CogVideo Load Image
- Implementation:Arize ai Phoenix OTLP Server Receiver
- Implementation:Speechbrain Speechbrain Prepare Switchboard
Heuristics
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
Environments
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Intel Ipex llm Portable Environment