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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:Eventual Inc Daft Distributed UDF Processing
- Workflow:Microsoft Playwright API testing
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Apache Beam Portable Pipeline Submission
Principles
- Principle:Neuml Txtai Task Creation
- Principle:Apache Flink Source Switching
- Principle:Huggingface Diffusers Quantized Model Saving
- Principle:Anthropics Anthropic sdk python Provider Client Initialization
- Principle:Webdriverio Webdriverio Session Cleanup
- Principle:Neuml Txtai API Server Bootstrap
- Principle:Infiniflow Ragflow File Management
- Principle:OpenGVLab InternVL Gradient Compression
- Principle:Huggingface Datasets Streaming Skip
- Principle:Openai Openai python Image Editing
Implementations
- Implementation:OpenHands OpenHands OpenhandsPRStore
- Implementation:Webdriverio Webdriverio BrowserStack Types
- Implementation:InternLM Lmdeploy Gemm DispatchCache
- Implementation:Ggml org Llama cpp Perplexity Evaluation
- Implementation:Mlc ai Mlc llm Gemma2 Loader
- Implementation:TobikoData Sqlmesh Api Instance
- Implementation:DevExpress Testcafe NativeAutomation Input
- Implementation:MaterializeInc Materialize Mzsql TextMate Grammar
- Implementation:Langfuse Langfuse Server Instrumentation
- Implementation:Google deepmind Mujoco mjx put model
Heuristics
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Sgl project Sglang Attention Backend Selection
Environments
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Openai Openai node Node 20 Runtime
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Predibase Lorax Python Server Dependencies