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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:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Apache Kafka Topic Management
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
Principles
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:Deepspeedai DeepSpeed Pipeline Engine Init
- Principle:Romsto Speculative Decoding Logits Processing
- Principle:Dotnet Machinelearning Symmetric Stochastic Gradient Descent
- Principle:Infiniflow Ragflow Search Result Display
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:Huggingface Optimum Sequential Block Quantization
- Principle:Ggml org Llama cpp GPU Inference
- Principle:CarperAI Trlx Supervised Fine Tuning
- Principle:Trailofbits Fickling Pickle Payload Injection
Implementations
- Implementation:Ray project Ray ObjectRefImpl
- Implementation:EvolvingLMMs Lab Lmms eval Import Utils
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense Process Fn
- Implementation:Openai Openai node APIPromise
- Implementation:CARLA simulator Carla Vehicle Class
- Implementation:CARLA simulator Carla Content Clone
- Implementation:OWASP Www project top 10 for large language model applications ExploitTracker Analyze
- Implementation:Onnx Onnx Printer To Text
- Implementation:Puppeteer Puppeteer Cdp Target
- Implementation:Microsoft Semantic kernel MessagesPlugin OpenAPI
Heuristics
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
Environments
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Openai Evals OpenAI API Configuration
- Environment:BerriAI Litellm Observability Stack
- Environment:Getgauge Taiko Chromium Browser
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Diagram of thought Diagram of thought Python Graph Libraries