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1,118
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:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Fastai Fastbook Image Classification
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
Principles
- Principle:Huggingface Datatrove PII Removal
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:Mlfoundations Open flamingo Benchmark Dataset Loading
- Principle:Webdriverio Webdriverio W3CProtocolCompliance
- Principle:Microsoft Playwright Install Browsers
- Principle:Marker Inc Korea AutoRAG Results Dashboard
- Principle:Unslothai Unsloth Vision LoRA Injection
- Principle:Unstructured IO Unstructured File Type Detection
- Principle:Ggml org Llama cpp Performance
- Principle:Facebookresearch Audiocraft MusicGen Training Execution
Implementations
- Implementation:Huggingface Optimum Backend Specific Pipeline
- Implementation:Apache Druid DatasourcesView
- Implementation:Tensorflow Serving Server Core Test
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:SeleniumHQ Selenium ModuleGenerator
- Implementation:Online ml River Tree MondrianTreeRegressor
- Implementation:Nightwatchjs Nightwatch Extension Invocation Pattern
- Implementation:NVIDIA DALI TensorView Tests
- Implementation:SeldonIO Seldon core Transformers Pipeline Save Pretrained
- Implementation:Datajuicer Data juicer AudioDurationFilter
Heuristics
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Protectai Modelscan Exit Code Conventions
Environments
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Apache Druid Integration Test Docker
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Ggml org Llama cpp Metal GPU Environment