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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:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Danijar Dreamerv3 Process Spawning
- Principle:CARLA simulator Carla A Star Route Planning
- Principle:Microsoft Agent framework Framework Installation
- Principle:Heibaiying BigData Notes Storm Topology Deployment
- Principle:Mistralai Client python Tool Schema Definition
- Principle:Ollama Ollama Integrity Verification
- Principle:Ggml org Llama cpp File Memory Mapping
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:FlowiseAI Flowise Evaluation Version Comparison
- Principle:FlowiseAI Flowise API Documentation
Implementations
- Implementation:Apache Dolphinscheduler WorkflowEngine Start
- Implementation:Interpretml Interpret DecisionListClassifier
- Implementation:BerriAI Litellm Safe JSON Dumps
- Implementation:Datajuicer Data juicer VideoCaptioningFromSummarizerMapper
- Implementation:ArroyoSystems Arroyo Pipeline Graph
- Implementation:Alibaba MNN Protobuf Descriptor PB H
- Implementation:Pyro ppl Pyro Pyro Markov
- Implementation:OpenGVLab InternVL POPE Benchmark Evaluation
- Implementation:Online ml River Anomaly Score One
- Implementation:Apache Paimon HttpClient
Heuristics
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
Environments
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:HKUDS AI Trader MCP Services
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment