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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:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
Principles
- Principle:Webdriverio Webdriverio BrowserStack Session Management
- Principle:Getgauge Taiko Script Execution
- Principle:Haotian liu LLaVA Benchmark Metric Computation
- Principle:Scikit learn contrib Imbalanced learn Index Balanced Accuracy
- Principle:DistrictDataLabs Yellowbrick Class Prediction Error Analysis
- Principle:Huggingface Optimum Pipeline Inference Execution
- Principle:Hpcaitech ColossalAI Retrieval Augmented QA
- Principle:Tensorflow Tfjs Autoregressive Text Generation
- Principle:Huggingface Diffusers Pipeline Loading
- Principle:Onnx Onnx Model Loading
Implementations
- Implementation:Eventual Inc Daft Read Csv
- Implementation:Promptfoo Promptfoo ApiProvider Interface
- Implementation:Pyro ppl Pyro ReplayMessenger
- Implementation:Lakeraai Pint benchmark HuggingFaceModelEvaluation Evaluate
- Implementation:Arize ai Phoenix RAG Span Helpers
- Implementation:Huggingface Datasets Translation
- Implementation:Allenai Open instruct HFDataLoader
- Implementation:Ollama Ollama XCmd Run
- Implementation:Alibaba MNN Protobuf Message H
- Implementation:Google deepmind Dm control MJCF Physics
Heuristics
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Openai Evals OpenAI API Configuration
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Microsoft Agent framework API Credentials
- Environment:Apache Spark Kubernetes Runtime
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:InternLM Lmdeploy Python Dependencies