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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:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:Neuml Txtai Replaced Token Detection
- Principle:ArroyoSystems Arroyo SQL Query Validation
- Principle:Shiyu coder Kronos Topk Dropout Portfolio Strategy
- Principle:ClickHouse ClickHouse Hex Binary Encoding
- Principle:Scikit learn Scikit learn Column Composition
- Principle:Tensorflow Tfjs Feature Extraction Layer Selection
- Principle:Apache Hudi Data Reading And Processing
- Principle:SeleniumHQ Selenium Grid Server Building
- Principle:Apache Flink Hadoop Compatibility
- Principle:Mage ai Mage ai Singer Message Ingestion
Implementations
- Implementation:Scikit learn Scikit learn StopWords
- Implementation:EvolvingLMMs Lab Lmms eval WildVision Bench Evaluation Utils
- Implementation:ArroyoSystems Arroyo Iceberg Transforms
- Implementation:Princeton nlp SimPO Trainer Save and Evaluate
- Implementation:Ollama Ollama Llama Sampling API
- Implementation:MarketSquare Robotframework browser Pdf Keywords
- Implementation:Hiyouga LLaMA Factory API App
- Implementation:Alibaba MNN RapidJSON Document
- Implementation:Haotian liu LLaVA CLI Main
- Implementation:Heibaiying BigData Notes HBaseUtils PutRow
Heuristics
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
Environments
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Sgl project Sglang CUDA SM100
- Environment:NVIDIA DALI CMake Build Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:NVIDIA DALI PyTorch Environment