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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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Browse by Category
| 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:Sdv dev SDV Sequential data synthesis
- Workflow:Lance format Lance Version Management
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Groq Groq python Audio Transcription
Principles
- Principle:Langgenius Dify Model Configuration
- Principle:BerriAI Litellm Training Data Preparation
- Principle:Astronomer Astronomer cosmos Graph Entity Model
- Principle:Openai Evals Eval Template Selection
- Principle:Webdriverio Webdriverio CommandLifecycle
- Principle:Lucidrains X transformers Masked Token Prediction Training
- Principle:Pola rs Polars Query Plan Inspection
- Principle:DistrictDataLabs Yellowbrick Estimator Wrapping
- Principle:Triton inference server Server Performance Verification
- Principle:Tencent Ncnn SSD Object Detection
Implementations
- Implementation:Astronomer Astronomer cosmos GoogleCloudOauthProfileMapping
- Implementation:Deepspeedai DeepSpeed ZeRO2 DeepCompile
- Implementation:Scikit learn Scikit learn Learning Curve
- Implementation:Lance format Lance Java RestoreOp
- Implementation:Langgenius Dify I18n App Debug Translations
- Implementation:Ollama Ollama Imagegen Transfer Download
- Implementation:ArroyoSystems Arroyo Impulse Connector
- Implementation:FlowiseAI Flowise InviteUsersDialog
- Implementation:Neuml Txtai HFModel
- Implementation:Avhz RustQuant HoLee
Heuristics
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Fastai Fastbook Random Forest Defaults
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Vllm project Vllm ROCm
- Environment:Pytorch Serve vLLM Engine Environment