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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:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Apache Paimon Table Read Write
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Mlflow Mlflow LLM Tracing
Principles
- Principle:Teamcapybara Capybara Form Field Filling
- Principle:Tensorflow Tfjs Normalization Techniques
- Principle:Togethercomputer Together python Speech To Text
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
- Principle:Arize ai Phoenix Experiment Evaluator Definition
- Principle:Tencent Ncnn Hardware Capability Detection
- Principle:VainF Torch Pruning Operation Type Classification
- Principle:Duckdb Duckdb HTTP Communication
- Principle:Microsoft Agent framework Conditional Routing
- Principle:Mage ai Mage ai Schema Validation
Implementations
- Implementation:Microsoft Playwright TraceV3
- Implementation:Apache Druid TransformTable
- Implementation:Tensorflow Serving servable handle h
- Implementation:NVIDIA TransformerEngine GEMM C API
- Implementation:Spotify Luigi BeamDataflowTask
- Implementation:Kubeflow Kubeflow Profile CRD RBAC Setup
- Implementation:Princeton nlp Tree of thought llm Parse Args
- Implementation:Hpcaitech ColossalAI SFTTrainer
- Implementation:Puppeteer Puppeteer ElementHandle Type Tests
- Implementation:Open compass VLMEvalKit WeMath Utils
Heuristics
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
Environments
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Protectai Llm guard API Server Deployment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment