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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:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Mlc ai Web llm Function Calling
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Unstructured IO Unstructured Performance Profiling
Principles
- Principle:Sgl project Sglang OpenAI Client Configuration
- Principle:Run llama Llama index Agent Output Processing
- Principle:Langfuse Langfuse Event Validation and Schema Parsing
- Principle:Langchain ai Langgraph Language Model Configuration
- Principle:Openclaw Openclaw Reply Delivery
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Haosulab ManiSkill LeRobot Format Export
- Principle:Datahub project Datahub Client Authentication
- Principle:AUTOMATIC1111 Stable diffusion webui Textual inversion training loop
- Principle:Avhz RustQuant Mathematical Sequences
Implementations
- Implementation:Run llama Llama index LLM Utils
- Implementation:OpenHands OpenHands Summarize Issue Solvability
- Implementation:NVIDIA DALI Fn Readers Video
- Implementation:Princeton nlp Tree of thought llm Get Task
- Implementation:Apache Beam InMemoryJobService Run
- Implementation:Interpretml Interpret RandomDeterministic
- Implementation:Ggml org Llama cpp LoRA Merge Ctx
- Implementation:Puppeteer Puppeteer Disposable
- Implementation:TA Lib Ta lib python Stream Wrapper Integration
- Implementation:NVIDIA TransformerEngine Ops BasicLinear
Heuristics
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Cypress io Cypress V8 Snapshot Memory
Environments
- Environment:Online ml River Python Runtime Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Vllm project Vllm Benchmarks
- Environment:Sgl project Sglang OpenAI
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Microsoft Onnxruntime CUDA GPU Environment