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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:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Groq Groq python Audio Transcription
- Workflow:Neuml Txtai Agent Execution
- Workflow:Promptfoo Promptfoo CI CD Integration
Principles
- Principle:Neuml Txtai Workflow Execution
- Principle:Online ml River Pipeline Transformers
- Principle:Sgl project Sglang Engine Initialization
- Principle:Apache Paimon Lazy Blob Loading
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Sgl project Sglang Chat Completion API
- Principle:Junyanz Pytorch CycleGAN and pix2pix Unpaired Image Translation
- Principle:Trailofbits Fickling File Property Discovery
- Principle:NVIDIA NeMo Aligner REINFORCE Actor Setup
- Principle:Infiniflow Ragflow Deployment Prerequisites
Implementations
- Implementation:Open compass VLMEvalKit MEGABench General Numerical Match
- Implementation:Ollama Ollama Format Time
- Implementation:Evidentlyai Evidently Legacy Metric Results
- Implementation:Microsoft LoRA Run QA
- Implementation:Protectai Llm guard Output Bias
- Implementation:Microsoft LoRA NLG Eval Script
- Implementation:Microsoft Onnxruntime Tensor Data Extraction Nodejs
- Implementation:Avhz RustQuant B Spline Interpolation
- Implementation:Lance format Lance Java MergeInsertParams
- Implementation:Microsoft LoRA Legacy Finetune Trainer Seq2Seq
Heuristics
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
Environments
- Environment:HKUDS AI Trader MCP Services
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Sgl project Sglang CPU Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Apache Druid Web Console Development
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Tensorflow Serving Build Environment
- Environment:Apache Airflow Development Contributor Environment