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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:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Apache Spark Application Submission
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Zai org CogVideo Video Captioning
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Apache Hudi Flink Streaming Write
Principles
- Principle:Infiniflow Ragflow Chunk CRUD
- Principle:LaurentMazare Tch rs Convolutional Layer
- Principle:Ollama Ollama KVCache Encoder Caching
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Apache Spark Master Daemon Management
- Principle:Kserve Kserve Pipeline Validation
- Principle:Sktime Pytorch forecasting Categorical Encoding
- Principle:Nightwatchjs Nightwatch Browser Command Execution
- Principle:Protectai Llm guard Programming Language Detection
- Principle:Ollama Ollama GGUF Model Conversion Qwen3Vl
Implementations
- Implementation:Mage ai Mage ai Google Ads Sync
- Implementation:Puppeteer Puppeteer PSelectorParser
- Implementation:Infiniflow Ragflow Modal Stories
- Implementation:TobikoData Sqlmesh LineageContext
- Implementation:Alibaba ROLL SFTWorker Train Step
- Implementation:Lance format Lance Dataset Checkout Version
- Implementation:Onnx Onnx OpSchema System
- Implementation:DevExpress Testcafe TestRunController
- Implementation:Recommenders team Recommenders GeoIMC Data
- Implementation:Onnx Onnx TensorProto Util
Heuristics
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
Environments
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:LaurentMazare Tch rs Python Interop Environment