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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:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
Principles
- Principle:Langgenius Dify Embedding Indexing Configuration
- Principle:LMCache LMCache Cache Controller Architecture
- Principle:Openai Evals Environment Setup
- Principle:Lm sys FastChat MT Bench Result Display
- Principle:Microsoft DeepSpeedExamples SuperOffload Environment
- Principle:Tensorflow Serving Executor Abstraction
- Principle:Fastai Fastbook Transfer Learning
- Principle:Sktime Pytorch forecasting TFT Model Instantiation
- Principle:Helicone Helicone Cross Provider Transform
- Principle:Iterative Dvc Parameter Override Definition
Implementations
- Implementation:Microsoft Playwright ExtractZip
- Implementation:Pola rs Polars LazyFrame Expression Chaining
- Implementation:Pytorch Serve Index To Name Mapping
- Implementation:CrewAIInc CrewAI Scrapfly Tool
- Implementation:SeleniumHQ Selenium Closure Testing TestRunner
- Implementation:Deepspeedai DeepSpeed ZeRO Init
- Implementation:Ggml org Llama cpp Grammar Header
- Implementation:Datajuicer Data juicer OpSearch
- Implementation:Vllm project Vllm Release Pipeline Config
- Implementation:Risingwavelabs Risingwave PostgresStreamingChangeEventSource
Heuristics
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
Environments
- Environment:Arize ai Phoenix Python Runtime
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Microsoft Agent framework API Credentials
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Alibaba ROLL SGLang Inference Environment