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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:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
Principles
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Query
- Principle:Cleanlab Cleanlab Integrated Label Issue Detection
- Principle:Lucidrains X transformers Autoregressive Data Preparation
- Principle:Snorkel team Snorkel Augmented Data Combination
- Principle:Pytorch Serve Generalized NLP Handler
- Principle:Langgenius Dify PromptEngineering
- Principle:CARLA simulator Carla Sensor Lifecycle Management
- Principle:Wandb Weave Object Publishing
- Principle:Puppeteer Puppeteer JavaScript Object Handling
Implementations
- Implementation:CARLA simulator Carla InstallPrerequisites Script
- Implementation:Treeverse LakeFS Java SDK Model CustomViewer
- Implementation:Speechbrain Speechbrain Prepare CommonVoice Seq2Seq
- Implementation:Mlc ai Web llm Chat Completion Tool
- Implementation:Marker Inc Korea AutoRAG Api Runner Run Api Server
- Implementation:FlowiseAI Flowise ItemCard
- Implementation:Microsoft Onnxruntime CPU ReductionOps
- Implementation:Kubeflow Pipelines XGBoost Cross Format Predict
- Implementation:Googleapis Python genai Interactions Streaming
- Implementation:Evidentlyai Evidently Core Tests
Heuristics
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Apache Airflow Memory Management Tips
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Apache Flink Python PyFlink Environment
- Environment:Vllm project Vllm Python
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Huggingface Datasets JAX Integration
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Alibaba ROLL Megatron Training Environment