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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:Google deepmind Mujoco Interactive simulation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Huggingface Datasets Format Conversion
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Sdv dev SDV Constrained synthesis
Principles
- Principle:HKUDS AI Trader Frontend Data Loading
- Principle:FlowiseAI Flowise Chatbot Appearance Customization
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:Roboflow Rf detr Image Preprocessing
- Principle:Speechbrain Speechbrain Whisper Finetuning With LR Scheduling
- Principle:Tensorflow Serving Test Model Export
- Principle:Allenai Open instruct Project Dependency Management
- Principle:Dagster io Dagster Component Based Definitions
- Principle:Tensorflow Tfjs Sequence Preprocessing
- Principle:Ollama Ollama Adapter Conversion
Implementations
- Implementation:Apache Paimon MathUtils
- Implementation:CARLA simulator Carla Agent Misc Utils
- Implementation:Huggingface Optimum Pipeline Call
- Implementation:ArroyoSystems Arroyo Time Series Graph
- Implementation:Mlc ai Mlc llm MLCEngineBase Terminate
- Implementation:Microsoft LoRA Style Doc
- Implementation:Apache Druid OptionsInput
- Implementation:Risingwavelabs Risingwave DynFields
- Implementation:Webdriverio Webdriverio MSPO MarkdownFormatter
- Implementation:Pyro ppl Pyro Poutine Runtime
Heuristics
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
Environments
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Langchain ai Langchain OpenAI API Credentials