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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:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Mlflow Mlflow Experiment Tracking
Principles
- Principle:DistrictDataLabs Yellowbrick Drawing Primitives
- Principle:Langgenius Dify Internationalization
- Principle:Mistralai Client python Finetuning Job Monitoring
- Principle:Nightwatchjs Nightwatch Feature File Authoring
- Principle:Apache Beam Pipeline Translation Twister2
- Principle:DataExpert io Data engineer handbook DataFrame Write To Table
- Principle:Microsoft Onnxruntime Nodejs Runtime Setup
- Principle:Truera Trulens Method Instrumentation
- Principle:CARLA simulator Carla Sensor Placement Geometry
- Principle:Triton inference server Server QA Trace Analysis
Implementations
- Implementation:Haosulab ManiSkill PDJointPosController
- Implementation:Mlc ai Mlc llm Dispatch KV Cache Creation
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned
- Implementation:Microsoft DeepSpeedExamples BingBert GlueClassifierLarge
- Implementation:SeleniumHQ Selenium Closure Dom TagIterator
- Implementation:OpenHands OpenHands SaaS Server ASGI App
- Implementation:Microsoft Playwright PageDispatcher
- Implementation:Haosulab ManiSkill MJCFLoaderInternal
- Implementation:FlowiseAI Flowise GenerateAgentflow
- Implementation:Nautechsystems Nautilus trader Generate Stubs Script
Heuristics
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
Environments
- Environment:Openai Whisper FFmpeg
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Triton inference server Server Docker Container Build
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Huggingface Diffusers Attention Backends
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Googleapis Python genai Gemini API Key Authentication