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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 Multimodal Understanding
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:ClickHouse ClickHouse Building From Source
Principles
- Principle:Webdriverio Webdriverio BrowserStack Extension Management
- Principle:Apache Kafka Remote Push
- Principle:Ollama Ollama CLIDisplay
- Principle:Allenai Open instruct Model Configuration
- Principle:Pyro ppl Pyro Robust Likelihood Functions
- Principle:Fastai Fastbook Stochastic Gradient Descent
- Principle:Ggml org Llama cpp PEG Parser Framework
- Principle:Apache Spark Release Documentation Generation
- Principle:Eventual Inc Daft Arrow Export
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
Implementations
- Implementation:Isaac sim IsaacGymEnvs Matplotlib3DPlotter
- Implementation:Cohere ai Cohere python Map Response From Bedrock
- Implementation:Langgenius Dify Service Fetch
- Implementation:Microsoft DeepSpeedExamples MoQ Glue Runner
- Implementation:Deepset ai Haystack PromptBuilder
- Implementation:Explodinggradients Ragas Text2SQL DB Utils
- Implementation:Tencent Ncnn Extractor Input And Extract
- Implementation:Evidentlyai Evidently Legacy HuggingFace Feature
- Implementation:Interpretml Interpret Avx512f 32
- Implementation:BerriAI Litellm Sensitive Data Masker
Heuristics
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
Environments
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Getgauge Taiko Docker Container
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Tencent Ncnn Vulkan Environment