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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:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Langgenius Dify Plugin Management
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Alibaba MNN Model Compression
Principles
- Principle:Treeverse LakeFS Documentation Site Configuration
- Principle:Openai Whisper Mel Spectrogram Computation
- Principle:Webdriverio Webdriverio Page Object Model
- Principle:Open compass VLMEvalKit API Model Inference
- Principle:Alibaba ROLL DPO Worker Initialization
- Principle:Apache Kafka Topic Configuration Alteration
- Principle:Volcengine Verl Reward Configuration Schema
- Principle:Speechbrain Speechbrain Mixture Dataset Preparation
- Principle:Online ml River CSV Stream Ingestion
- Principle:Huggingface Diffusers Dual LoRA Configuration
Implementations
- Implementation:Guardrails ai Guardrails Schema Generator
- Implementation:Turboderp org Exllamav2 Softmax AVX2
- Implementation:BerriAI Litellm Skills API
- Implementation:Triton inference server Server SharedMemoryManager
- Implementation:Microsoft Autogen Studio Agentflow
- Implementation:ArroyoSystems Arroyo Tumbling Window
- Implementation:Avhz RustQuant Lookback Backend
- Implementation:Spotify Luigi LuigiGrep Tool
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuner
- Implementation:Tensorflow Tfjs CategoryEncoding Layer
Heuristics
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
Environments
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:LMCache LMCache Python Runtime
- Environment:Apache Kafka Gradle Build Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Openai Whisper FFmpeg
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Kserve Kserve Gateway API
- Environment:Intel Ipex llm Portable Environment
- Environment:Intel Ipex llm XPU Serving Environment