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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:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Iterative Dvc Data Tracking
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Apache Kafka Release Candidate Staging
Principles
- Principle:PeterL1n BackgroundMattingV2 ONNX export
- Principle:Run llama Llama index Finetuned Embedding Loading
- Principle:Ggml org Llama cpp Evaluation Model Loading
- Principle:Unstructured IO Unstructured OpenAI Embedding
- Principle:Teamcapybara Capybara Selector Modification
- Principle:FMInference FlexLLMGen Autotuning Experiment Scheduling
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:Evidentlyai Evidently Column Statistics Metrics
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Lance format Lance Version Listing
Implementations
- Implementation:Apache Paimon InternalRow
- Implementation:NVIDIA DALI C API V2 Init
- Implementation:InternLM Lmdeploy DecodingConfig
- Implementation:Langchain ai Langgraph Simulation Utils
- Implementation:Pola rs Polars SQLContext Register
- Implementation:Promptfoo Promptfoo Constants
- Implementation:Google deepmind Mujoco Glad Header
- Implementation:AUTOMATIC1111 Stable diffusion webui System Info
- Implementation:NVIDIA DALI S3 Filesystem
- Implementation:MarketSquare Robotframework browser Format Response
Heuristics
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Openai Openai python Voice Helpers
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:SeldonIO Seldon core Kafka Messaging Environment