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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:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Online ml River Time Series Forecasting
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Mlfoundations Open flamingo Distributed Training
Principles
- Principle:Nautechsystems Nautilus trader Simulated Venue Setup
- Principle:Webdriverio Webdriverio Service Configuration
- Principle:Roboflow Rf detr Model Initialization
- Principle:Unstructured IO Unstructured Pipeline Output Validation
- Principle:Ggml org Llama cpp Quantization Validation
- Principle:Speechbrain Speechbrain Enhancement Architecture Selection
- Principle:Mit han lab Llm awq INT4 Weight Packing
- Principle:Googleapis Python genai Live Music Generation
- Principle:Ollama Ollama Llama Cpp Integration
- Principle:AUTOMATIC1111 Stable diffusion webui Runtime Function Patching
Implementations
- Implementation:Mlc ai Mlc llm Threaded Engine Header
- Implementation:Datajuicer Data juicer Service API
- Implementation:Spotify Luigi RangeTask
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGeneratorAsync
- Implementation:Langgenius Dify I18n App Debug Translations
- Implementation:Vibrantlabsai Ragas BasePrompt
- Implementation:Recommenders team Recommenders Wide Deep Utils
- Implementation:Open compass VLMEvalKit OmniDocBench Data Preprocess
- Implementation:Spcl Graph of thoughts Controller Output Graph
- Implementation:Risingwavelabs Risingwave Dashboard Package Lock
Heuristics
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
Environments
- Environment:Unslothai Unsloth Python Transformers
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Allenai Open instruct Docker Container
- Environment:Apache Beam Portable Runner Environment