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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:Langchain ai Langchain Vector Store Operations
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
Principles
- Principle:Openai Openai agents python Runner Invocation
- Principle:Scikit learn Scikit learn Linear Regression
- Principle:Interpretml Interpret LIME Tabular Explanation
- Principle:Sktime Pytorch forecasting Positional Encoding
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Langchain ai Langgraph Tool Validation
- Principle:Apache Paimon REST Catalog Protocol
- Principle:Teamcapybara Capybara Page Navigation
- Principle:Datahub project Datahub Client Resource Cleanup
- Principle:Mlc ai Web llm Chat Request Configuration
Implementations
- Implementation:Open compass VLMEvalKit OlmOCRBench Evaluator
- Implementation:Ucbepic Docetl SystemPromptsExplorer
- Implementation:Vespa engine Vespa FSA ABI Spec
- Implementation:Sdv dev SDV Get Cardinality Plot
- Implementation:Langchain ai Langchain RetrieversIntegrationTests
- Implementation:Sktime Pytorch forecasting TFT V2
- Implementation:OpenRLHF OpenRLHF Train KTO
- Implementation:Vespa engine Vespa ConfigHandle GetConfig
- Implementation:Apache Druid ParseTimeTable
- Implementation:Scikit learn Scikit learn TfidfVectorizer
Heuristics
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Romsto Speculative Decoding Gamma Tuning
Environments
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Haosulab ManiSkill Motion Planning Deps