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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:Openai Openai agents python Streaming Agent Execution
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Apache Flink File Source Pipeline
- Workflow:Openai Evals Running an eval set
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Allenai Open instruct SFT Finetuning
Principles
- Principle:Truera Trulens LangChain App Wrapping
- Principle:Mistralai Client python Tool Call Parsing
- Principle:Microsoft LoRA Distributed LoRA Training
- Principle:Pyro ppl Pyro Attend Infer Repeat
- Principle:Duckdb Duckdb Source Amalgamation
- Principle:Alibaba ROLL Logits Transfer Communication
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Nautechsystems Nautilus trader Strategy Registration
- Principle:Huggingface Diffusers Conditioning Image Preparation
- Principle:Ollama Ollama GGUF Model Conversion Mistral Causal
Implementations
- Implementation:Microsoft Playwright Agent Extract
- Implementation:Langchain ai Langchain CacheIntegrationTests
- Implementation:Microsoft Playwright Comparators
- Implementation:Tensorflow Tfjs Tf Model Functional
- Implementation:Mlc ai Mlc llm CPU Sampler
- Implementation:Open compass VLMEvalKit ChartMimic Chart Type Evaluator
- Implementation:Teamcapybara Capybara RSpec Matchers Compound
- Implementation:Sktime Pytorch forecasting FullAttention
- Implementation:Vespa engine Vespa Model Integration ABI Spec
- Implementation:OpenGVLab InternVL LLaVA Custom Training Script
Heuristics
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
Environments
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime