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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:Langchain ai Langgraph CLI Deployment
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Mlc ai Mlc llm REST API Serving
Principles
- Principle:Alibaba ROLL Preference Dataset Preparation
- Principle:Intel Ipex llm DPO Training
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoding
- Principle:ClickHouse ClickHouse Object Pooling
- Principle:Sgl project Sglang Sampling Parameters Preparation
- Principle:Deepset ai Haystack Document Splitting
- Principle:Webdriverio Webdriverio Configuration Design
- Principle:Ollama Ollama HardwareDiscovery
- Principle:Farama Foundation Gymnasium Tabular Environments
- Principle:Vespa engine Vespa Logger Handler Installation
Implementations
- Implementation:Datajuicer Data juicer DiversityAnalysis
- Implementation:Apache Spark Build Api Docs
- Implementation:Iterative Dvc DataResolver Resolve One
- Implementation:AUTOMATIC1111 Stable diffusion webui VectorQuantizer2
- Implementation:LMCache LMCache Usage Context
- Implementation:Cohere ai Cohere python ClassifyResponseItem Model
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Scale Add
- Implementation:Elevenlabs Elevenlabs python SpeechToTextWordResponseModel
- Implementation:Facebookresearch Habitat lab VQA Trainer
- Implementation:Puppeteer Puppeteer HTTPRequest Resolution
Heuristics
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:CARLA simulator Carla PID Controller Tuning
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Vllm project Vllm Benchmarks
- Environment:Deepspeedai DeepSpeed XPU Environment