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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:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Neuml Txtai API Deployment
- Workflow:Apache Kafka Broker Startup
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
Principles
- Principle:Deepset ai Haystack Pipeline Orchestration
- Principle:Microsoft Playwright Execute and Analyze Agent Results
- Principle:Recommenders team Recommenders Neural Collaborative Filtering
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:Openai CLIP Linear Classification
- Principle:Marker Inc Korea AutoRAG REST API Deployment
- Principle:Ggml org Llama cpp Sampling
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:Huggingface Datasets Streaming Take
- Principle:Mage ai Mage ai Schema Validation
Implementations
- Implementation:Neuml Txtai Workflow Schedule And Application
- Implementation:Princeton nlp Tree of thought llm Prompt Templates
- Implementation:Wandb Weave OpenAI Patcher
- Implementation:CARLA simulator Carla CMake Build Python API
- Implementation:Deepspeedai DeepSpeed Initialize For RM
- Implementation:Nightwatchjs Nightwatch Browser Commands API
- Implementation:Huggingface Peft C3AConfig
- Implementation:Recommenders team Recommenders Start Or Get Spark
- Implementation:HKUDS AI Trader Generate Cache For Market
- Implementation:Microsoft Playwright HttpServer
Heuristics
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
Environments
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Unslothai Unsloth Python Transformers
- Environment:Kserve Kserve GPU Accelerator
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Risingwavelabs Risingwave Docker Deployment Environment