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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:SeleniumHQ Selenium Browser Session Setup
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
Principles
- Principle:Langchain ai Langgraph Store Access In Nodes
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Protectai Llm guard Malicious URL Detection
- Principle:Ollama Ollama Modelfile Parsing
- Principle:Ggml org Llama cpp CI Testing
- Principle:Kserve Kserve Model Lifecycle Management
- Principle:Hpcaitech ColossalAI SFT Training Execution
- Principle:Sktime Pytorch forecasting Model Training
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:Apache Paimon REST Catalog Protocol
Implementations
- Implementation:Microsoft Playwright Generate Injected
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:Tensorflow Tfjs LayersModel Evaluate
- Implementation:Deepset ai Haystack SentenceTransformersTextEmbedder
- Implementation:BerriAI Litellm Proxy Auth Credentials
- Implementation:Kserve Kserve LocalModelNodeGroup CRD
- Implementation:Onnx Onnx Load Model
- Implementation:Ollama Ollama Progress Manager
- Implementation:ARISE Initiative Robomimic FileUtils policy from checkpoint
- Implementation:Hiyouga LLaMA Factory LongLoRA
Heuristics
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
Environments
- Environment:Pola rs Polars Rust Build Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Apache Kafka Release Toolchain Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Openai Openai python Realtime WebSocket
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:InternLM Lmdeploy Build From Source