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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:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Apache Flink Stream File Compaction
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
Principles
- Principle:Vllm project Vllm OpenAI Client Integration
- Principle:NVIDIA DALI Image Decoding
- Principle:Huggingface Trl GRPO Model Saving
- Principle:Turboderp org Exllamav2 Job Based Generation
- Principle:Datahub project Datahub Entity Read Modify
- Principle:LaurentMazare Tch rs Scalar Value Wrapper
- Principle:Run llama Llama index Batch Evaluation Execution
- Principle:Recommenders team Recommenders News Recommendation Evaluation
- Principle:Langchain ai Langchain Tool Execution
- Principle:Facebookresearch Audiocraft Temporal Conditioning Preparation
Implementations
- Implementation:Online ml River Tree Viz
- Implementation:Lance format Lance JNI Utils
- Implementation:Microsoft Autogen Studio MCP Client
- Implementation:Infiniflow Ragflow Admin ChangePasswordForm Component
- Implementation:Sdv dev SDV Evaluate Quality Multi Table
- Implementation:Openai Openai node VectorStore Files
- Implementation:NVIDIA TransformerEngine Ops Base
- Implementation:Facebookresearch Habitat lab SingleAgentAccessMgr
- Implementation:Puppeteer Puppeteer NodeWebSocketTransport
- Implementation:Microsoft Playwright Server Browser
Heuristics
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Ggml org Ggml Quantization Type Selection
Environments
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Truera Trulens LangChain LangGraph Environment