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1,118
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:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Mlc ai Web llm Function Calling
Principles
- Principle:Cypress io Cypress Monorepo Build Orchestration
- Principle:Nightwatchjs Nightwatch Core Type System
- Principle:Allenai Open instruct Training Arguments Configuration
- Principle:Google deepmind Mujoco Newton Solver
- Principle:EvolvingLMMs Lab Lmms eval Distributed Environment Setup
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Linear Layer
- Principle:Langgenius Dify ReactPatterns
- Principle:Langgenius Dify Node Graph Composition
- Principle:Facebookresearch Habitat lab Metric Visualization
- Principle:Fastai Fastbook Tensor Fundamentals
Implementations
- Implementation:Predibase Lorax Flash Solar Modeling
- Implementation:Vllm project Vllm CPU Attn Dispatcher
- Implementation:DevExpress Testcafe TestFileParserBase
- Implementation:Langfuse Langfuse Web Env Config
- Implementation:ARISE Initiative Robomimic Custom Observation Modality Extension
- Implementation:ARISE Initiative Robomimic FileUtils download file from hf
- Implementation:Cohere ai Cohere python Type Aliases
- Implementation:Google deepmind Mujoco MJX Warp Testspeed
- Implementation:Kornia Kornia Motion Blur
- Implementation:CARLA simulator Carla ActorAttribute
Heuristics
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Langgenius Dify SSE Streaming Error Handling
Environments
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:DevExpress Testcafe Node Runtime
- Environment:Ollama Ollama Go Runtime
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:LMCache LMCache Python Runtime