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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:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:OpenGVLab InternVL LoRA Finetuning
Principles
- Principle:Huggingface Transformers Selective Test Execution
- Principle:Ucbepic Docetl Prompt Iteration
- Principle:Elevenlabs Elevenlabs python Text to Speech Conversion
- Principle:Pytorch Serve Non PyTorch Model Serving
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
- Principle:AUTOMATIC1111 Stable diffusion webui Image upscaling
- Principle:OpenGVLab InternVL Gradient Compression
- Principle:Huggingface Alignment handbook Model Saving and Publishing
- Principle:Openclaw Openclaw Session Resolution
- Principle:Ollama Ollama ServerArchitecture
Implementations
- Implementation:Open compass VLMEvalKit OlympiadBench Utils
- Implementation:Ucbepic Docetl MapOptimizer Evaluator
- Implementation:Pytorch Serve DeepSpeed MII Handler
- Implementation:Pytorch Serve Cloud Stream Inference
- Implementation:Roboflow Rf detr Pip Install ONNX Export
- Implementation:HKUDS AI Trader Get Daily Price A Stock
- Implementation:Microsoft Autogen Studio Default Gallery
- Implementation:Datahub project Datahub Spark Lineage JAR Dependency
- Implementation:OpenRLHF OpenRLHF SFTTrainer
- Implementation:Ollama Ollama Template Index
Heuristics
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
Environments
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Apache Kafka Committer Tools Environment
- Environment:Sgl project Sglang Distributed