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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:Huggingface Transformers Pipeline Inference
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
Principles
- Principle:Getgauge Taiko Request Redirect
- Principle:DevExpress Testcafe Test Run Error Taxonomy
- Principle:Lucidrains X transformers Aligned Model Evaluation
- Principle:Tensorflow Tfjs Recurrent Neural Networks
- Principle:FMInference FlexLLMGen Transformers Package Build
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Pola rs Polars Aggregation Expression Building
- Principle:InternLM Lmdeploy SmoothQuant Quantization
- Principle:Tencent Ncnn Non Maximum Suppression
- Principle:Apache Flink Source Switching
Implementations
- Implementation:Avhz RustQuant AsianOption
- Implementation:Puppeteer Puppeteer FileUtil
- Implementation:Apache Beam DoFnFunction And GroupByWindowFunction
- Implementation:Facebookresearch Habitat lab StaticManipulator
- Implementation:Webdriverio Webdriverio WDIOReporter Base Class
- Implementation:Facebookresearch Audiocraft MusicGen set generation params
- Implementation:Microsoft Autogen Studio Web Dependencies
- Implementation:DistrictDataLabs Yellowbrick ScatterVisualizer
- Implementation:Kserve Kserve PD Pool Templates
- Implementation:Elevenlabs Elevenlabs python GetPronunciationDictionaryMetadataResponse
Heuristics
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
Environments
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Kserve Kserve Knative Serving
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment