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1,118
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:Explodinggradients Ragas LLM Benchmarking
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Avhz RustQuant Model Calibration
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
Principles
- Principle:Togethercomputer Together python Text Preprocessing
- Principle:Avdvg InjectGuard Embedding Model Initialization
- Principle:Microsoft DeepSpeedExamples Instruction Dataset Preparation
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Danijar Dreamerv3 Configuration Loading
- Principle:Cypress io Cypress Component Test Authoring
- Principle:Apache Kafka JIRA Reference Standardization
- Principle:Tensorflow Serving Hardware Tuning
- Principle:Ggml org Llama cpp Result Analysis
- Principle:Mlc ai Mlc llm Orchestrated Deployment Launch
Implementations
- Implementation:Microsoft Playwright BidiSerializer
- Implementation:Openai Openai node ZodToJsonSchema
- Implementation:Cypress io Cypress Detect Browsers
- Implementation:Scikit learn Scikit learn MeanShift
- Implementation:Arize ai Phoenix Create Evaluator Decorator
- Implementation:Mlflow Mlflow Sidebars
- Implementation:NVIDIA TransformerEngine JAX Hadamard
- Implementation:Mage ai Mage ai Google Ads Report Definitions
- Implementation:Microsoft DeepSpeedExamples Domino Pretrain GPT
- Implementation:Allenai Open instruct Setup Datasets
Heuristics
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
Environments
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Datahub project Datahub Java Build
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Microsoft Onnxruntime CPU Training Environment