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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:Google deepmind Dm control Locomotion Task Setup
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:Tensorflow Tfjs Model Training
- Principle:Apache Paimon Target Table Preparation
- Principle:Apache Shardingsphere Runtime Rule Object Initialization
- Principle:OpenHands OpenHands Conversation Initiation
- Principle:Roboflow Rf detr Model Deployment
- Principle:LaurentMazare Tch rs Top K Prediction
- Principle:Microsoft Agent framework Edge Condition Pattern
- Principle:Ggml org Llama cpp Backend Loading
- Principle:Predibase Lorax Adapter Merge Strategies
- Principle:Pyro ppl Pyro MCMC Posterior Prediction
Implementations
- Implementation:Pytorch Serve EC2 CloudFormation
- Implementation:Mlfoundations Open flamingo Evaluate classification
- Implementation:Huggingface Optimum Symbolic Trace Wrapper
- Implementation:HKUDS AI Trader Get Daily Price A Stock
- Implementation:Heibaiying BigData Notes Hive Select Query
- Implementation:Datajuicer Data juicer ExtractKeywordMapper
- Implementation:NVIDIA TransformerEngine TE Autocast
- Implementation:BerriAI Litellm Vector Store Endpoints
- Implementation:Iterative Dvc Repo Data
- Implementation:SeleniumHQ Selenium Civetweb Core
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
Environments
- Environment:Vllm project Vllm Distributed
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Apache Beam Portable Runner Environment