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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:TobikoData Sqlmesh Model development and testing
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Alibaba MNN Model Compression
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Predibase Lorax Single LoRA Inference
Principles
- Principle:Microsoft Autogen Message Filtering
- Principle:Pyro ppl Pyro Prior Specification
- Principle:Apache Flink Object Reuse
- Principle:Teamcapybara Capybara Driver Selection Configuration
- Principle:Heibaiying BigData Notes HBase Coprocessor Observer
- Principle:Puppeteer Puppeteer Code Coverage Collection
- Principle:Vllm project Vllm Structured Output Configuration
- Principle:OpenHands OpenHands Frontend Serving
- Principle:Openai Evals YAML Registry Configuration
- Principle:Kubeflow Kubeflow Post Deployment Verification
Implementations
- Implementation:Elevenlabs Elevenlabs python MusicCustomClient
- Implementation:Apache Druid SampleForParser
- Implementation:ContextualAI HALOs Label Main
- Implementation:Unstructured IO Unstructured Golden File Fixtures Embedding
- Implementation:Microsoft Autogen Response ToolEvents
- Implementation:CARLA simulator Carla StreamingClient
- Implementation:ArroyoSystems Arroyo Configure Profile Page
- Implementation:Scikit learn Scikit learn SvmlightFormatIO
- Implementation:Ggml org Llama cpp Mtmd Init From File
- Implementation:Openai CLIP CLIP Encode Image
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
Environments
- Environment:Alibaba MNN Python Export Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Openai Whisper Triton
- Environment:Sgl project Sglang CPU
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Getgauge Taiko Docker Container
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU