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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:Huggingface Trl GRPO Training
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
Principles
- Principle:Ggml org Ggml Optimizer Configuration
- Principle:Online ml River Sklearn Compatibility
- Principle:Neuml Txtai Training Configuration
- Principle:ChenghaoMou Text dedup Union Find
- Principle:Langchain ai Langgraph Project Configuration
- Principle:Ggml org Llama cpp Backend Loading
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:Apache Spark Cluster Installation
- Principle:CarperAI Trlx Online RL Training
Implementations
- Implementation:Openai Openai agents python Handoff Helper
- Implementation:Microsoft Playwright Screencast
- Implementation:Allenai Open instruct One Training Step
- Implementation:Ucbepic Docetl PrettyJSON
- Implementation:Explodinggradients Ragas BasePrompt Class
- Implementation:Open compass VLMEvalKit MMHelix Numbrix Eval
- Implementation:Iterative Dvc Repo Diff
- Implementation:Vllm project Vllm Marlin Generate Kernels
- Implementation:Webdriverio Webdriverio ESLint NoPause
- Implementation:Apache Spark Assembly Plugin
Heuristics
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Snorkel team Snorkel Minimum Three LFs
Environments
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Iterative Dvc Python Runtime
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Lm sys FastChat API Keys And Credentials