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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:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Dagster io Dagster RAG Pipeline
Principles
- Principle:Ggml org Ggml Neural Network Graph Building
- Principle:Google deepmind Dm control Control Suite Environment Loading
- Principle:SeldonIO Seldon core Model Lifecycle Management
- Principle:Fastai Fastbook Distance Classification
- Principle:Guardrails ai Guardrails Telemetry
- Principle:Volcengine Verl Model Configuration
- Principle:Dotnet Machinelearning LambdaMART Ranking
- Principle:Langgenius Dify Component Testing
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Apache Shardingsphere Configuration Validation
Implementations
- Implementation:Microsoft DeepSpeedExamples BingBert TuringSources
- Implementation:Open compass VLMEvalKit SArena Mini Utils
- Implementation:Mlflow Mlflow Sidebars ClassicML
- Implementation:Onnx Onnx Replace Constants
- Implementation:Diagram of thought Diagram of thought Summarizer Completeness Check
- Implementation:CARLA simulator Carla SensorData API Spec
- Implementation:Hpcaitech ColossalAI Stream Chat Patch
- Implementation:Microsoft Onnxruntime CPU Scale
- Implementation:Googleapis Python genai Interactions Resource
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Backward
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Mlc ai Web llm Low Resource Model Selection
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Sgl project Sglang CUDA SM100
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Mistralai Client python Agents Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Shiyu coder Kronos Qlib Data Environment