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Principles
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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 Langgraph CLI Deployment
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Fastai Fastbook Image Classification
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Predibase Lorax OpenAI Chat Completion
Principles
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:FMInference FlexLLMGen NVMe Disk Setup
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:Haotian liu LLaVA Batch VQA Inference
- Principle:CARLA simulator Carla Map Loading
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:Togethercomputer Together python Dataset Preparation
- Principle:Speechbrain Speechbrain Dataset Specific Data Preparation
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:PrefectHQ Prefect Frontend Build Optimization
Implementations
- Implementation:Hiyouga LLaMA Factory DPO Trainer
- Implementation:Getgauge Taiko Button
- Implementation:Lance format Lance Java Transaction
- Implementation:Microsoft Semantic kernel OpenApi TestPlugin DocumentV3
- Implementation:Langchain ai Langgraph StateGraph Add Edge
- Implementation:DevExpress Testcafe ClientFunction TypeDefs
- Implementation:Confident ai Deepeval EvaluationDataset
- Implementation:Google deepmind Dm control Suite Cheetah
- Implementation:DataTalksClub Data engineering zoomcamp Spark UnionAll
- Implementation:Togethercomputer Together python Evaluation Resource
Heuristics
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
Environments
- Environment:Openai Whisper Numba
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:CarperAI Trlx Python Accelerate
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment