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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:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Teamcapybara Capybara RSpec Integration Setup
Principles
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:Googleapis Python genai Pagination
- Principle:LLMBook zh LLMBook zh github io GPTQ Quantization
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:Apache Airflow Final Publication
- Principle:PacktPublishing LLM Engineers Handbook Content Crawling
- Principle:CARLA simulator Carla Car Following Model
- Principle:Volcengine Verl SFT Checkpointing
- Principle:ARISE Initiative Robosuite Gymnasium Environment Wrapping
- Principle:LLMBook zh LLMBook zh github io RMS Normalization
Implementations
- Implementation:Huggingface Datatrove Document
- Implementation:Interpretml Interpret Objective Framework
- Implementation:CARLA simulator Carla Manage Environment Objects Tool
- Implementation:Openai Openai python Multipart File Handling
- Implementation:Puppeteer Puppeteer HTTPRequest Resolution
- Implementation:SeleniumHQ Selenium Closure Object
- Implementation:Microsoft BIPIA AutoPIABuilder
- Implementation:TobikoData Sqlmesh EditorTab
- Implementation:Ggml org Ggml Blas backend api
- Implementation:Online ml River TimeSeries Forecaster Base
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
Environments
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Openai Evals Python Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Apache Flink Java Build Environment