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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:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Iterative Dvc Plot Visualization
- Workflow:HKUDS AI Trader Agent Decision Loop
Principles
- Principle:Allenai Open instruct Padding Free Training
- Principle:Sail sg LongSpec Prompt Formatting
- Principle:Sgl project Sglang Parallel Branching Logic
- Principle:Junyanz Pytorch CycleGAN and pix2pix GAN Network Architecture
- Principle:ThreeSR Awesome Inference Time Scaling CLI Configuration
- Principle:Openai Openai agents python Function Tool Definition
- Principle:Datahub project Datahub Service Health Monitoring
- Principle:Guardrails ai Guardrails Custom Validator Integration
- Principle:Apache Beam Worker Initialization
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
Implementations
- Implementation:Google deepmind Mujoco Engine Solver
- Implementation:Datahub project Datahub Action Act Interface
- Implementation:Spotify Luigi RedisTarget
- Implementation:ArroyoSystems Arroyo Kinesis Sink
- Implementation:Apache Flink Mapreduce HadoopOutputFormatBase
- Implementation:Huggingface Peft LoraConfig
- Implementation:Google deepmind Mujoco CtrlNoise Pattern
- Implementation:Infiniflow Ragflow CryptoUtil
- Implementation:LMCache LMCache Bloom Filter
- Implementation:Ucbepic Docetl OpContainers
Heuristics
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
Environments
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Apache Spark Release Build Environment