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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:Tensorflow Serving Batched Inference Pipeline
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Groq Groq python Audio Transcription
Principles
- Principle:Apache Airflow Community Voting
- Principle:FlowiseAI Flowise Tool Management
- Principle:Confident ai Deepeval Context Generation
- Principle:Openai Openai agents python Prompt Templates
- Principle:Zai org CogVideo SAT Model Initialization
- Principle:CARLA simulator Carla Sensor Placement Geometry
- Principle:Apache Beam Classpath Packaging
- Principle:Huggingface Peft SFT Training
- Principle:Anthropics Anthropic sdk python Real time Content Processing
- Principle:Lm sys FastChat Battle Data Cleaning
Implementations
- Implementation:Deepspeedai DeepSpeed SHM Allreduce
- Implementation:Alibaba MNN PyMNN CV Preprocessing
- Implementation:Tensorflow Serving Remote Predict Op Kernel
- Implementation:Evidentlyai Evidently Legacy Text Contains Feature
- Implementation:Danijar Dreamerv3 RandomAgent
- Implementation:Puppeteer Puppeteer Browser Data Types
- Implementation:Teamcapybara Capybara Minitest Assertions
- Implementation:Deepspeedai DeepSpeed XPU Multi Tensor Apply
- Implementation:Microsoft Playwright LaunchContext
- Implementation:SeleniumHQ Selenium Bootstrap Main Entry
Heuristics
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
Environments
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials