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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:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:CrewAIInc CrewAI Custom Tool Integration
Principles
- Principle:Onnx Onnx Graph Assembly
- Principle:Risingwavelabs Risingwave Materialized View Processing
- Principle:Unslothai Unsloth Reward Function Design
- Principle:Tensorflow Tfjs Model Hosting
- Principle:LaurentMazare Tch rs Custom Optimizer Integration
- Principle:Sktime Pytorch forecasting Group Normalization
- Principle:Webdriverio Webdriverio iOS Automation
- Principle:Danijar Dreamerv3 Agent Initialization
- Principle:Pytorch Serve Generative Image Inference
- Principle:Cohere ai Cohere python Client Initialization
Implementations
- Implementation:Apache Paimon FormatTableScan
- Implementation:Lance format Lance CommitHandler
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
- Implementation:Predibase Lorax GPTQ Utils Custom Autotune
- Implementation:Ollama Ollama Llama Hparams Types
- Implementation:Mage ai Mage ai DynamoDB Source
- Implementation:Speechbrain Speechbrain Xvector Custom Model
- Implementation:Speechbrain Speechbrain Prepare ESC50
- Implementation:Tensorflow Serving Observer
- Implementation:Arize ai Phoenix Projects Resource
Heuristics
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
Environments
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Pyro ppl Pyro Visualization Tools