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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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|---|---|---|
| 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:Ray project Ray Build and Release Pipeline
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
Principles
- Principle:Marker Inc Korea AutoRAG Configuration Loading
- Principle:Apache Dolphinscheduler Node Failure Detection
- Principle:TA Lib Ta lib python DataFrame Integration
- Principle:Langgenius Dify Retrieval Testing
- Principle:Hpcaitech ColossalAI Ray Cluster Initialization
- Principle:Snorkel team Snorkel Spark Mapper Adaptation
- Principle:Huggingface Peft Causal LM Dataset Preparation
- Principle:Huggingface Datasets Translation Feature Handling
- Principle:Langchain ai Langchain Production Publishing
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
Implementations
- Implementation:ClickHouse ClickHouse ArithmeticOverflow
- Implementation:Deepspeedai DeepSpeed Evoformer Tile Iterator Residual
- Implementation:InternLM Lmdeploy SamplingToppKernels
- Implementation:Deepseek ai Janus Noise Initialization
- Implementation:Huggingface Datasets Dataset Column Names
- Implementation:Lucidrains X transformers Masked Dataset Pattern
- Implementation:CARLA simulator Carla WalkerAIController Start
- Implementation:Ggml org Llama cpp Save Load State
- Implementation:Ollama Ollama Llama Hparams Types
- Implementation:Kubeflow Pipelines Compiler Compile
Heuristics
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Apache Beam Lock Contention Batching
Environments
- Environment:Ray project Ray Java Build Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies