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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:OpenGVLab InternVL Preference Optimization
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Groq Groq python Text Embedding
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Apache Kafka Broker Startup
- Workflow:Sdv dev SDV Sequential data synthesis
Principles
- Principle:Anthropics Anthropic sdk python Provider API Interaction
- Principle:Puppeteer Puppeteer CDP Session Management
- Principle:SeleniumHQ Selenium Grid Component Configuration
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:CrewAIInc CrewAI Managed Execution
- Principle:Haosulab ManiSkill Episode Initialization
- Principle:OpenHands OpenHands Payload Parsing
- Principle:Treeverse LakeFS Action Hook Definition
- Principle:Truera Trulens Feedback Result Retrieval
- Principle:Cypress io Cypress Project Configuration
Implementations
- Implementation:Farama Foundation Gymnasium GAE Computation
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:Evidentlyai Evidently Legacy Data Drift Preset
- Implementation:Evidentlyai Evidently Legacy RegExp Feature
- Implementation:Scikit learn Scikit learn Exceptions
- Implementation:Vllm project Vllm CPU WNA16
- Implementation:Avhz RustQuant OrderSide
- Implementation:Duckdb Duckdb ConcurrentQueue
- Implementation:SeleniumHQ Selenium Closure Dom TagName
- Implementation:Ollama Ollama Convert Llama Adapter
Heuristics
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Fastai Fastbook Progressive Resizing
Environments
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Tensorflow Serving Build Environment