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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 Page Screenshot Capture
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Run llama Llama index Embedding Finetuning
Principles
- Principle:Huggingface Diffusers ControlNet Residual Injection
- Principle:Apache Druid Tuning Parameters
- Principle:Shiyu coder Kronos Sequential Two Stage Training
- Principle:TobikoData Sqlmesh Plan Creation And Change Detection
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Callback System
- Principle:Online ml River Online Nearest Neighbors
- Principle:Huggingface Diffusers LoRA Export
- Principle:Fede1024 Rust rdkafka Mock Client Configuration
- Principle:ContextualAI HALOs Data Preparation
- Principle:Huggingface Datasets Distributed Dataset Splitting
Implementations
- Implementation:Predibase Lorax LoRA Weights Load
- Implementation:Openai Openai python Function Tool Param
- Implementation:Mlc ai Mlc llm Error Protocol
- Implementation:Online ml River Optim Losses
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Extract Prevention Strategies
- Implementation:ARISE Initiative Robosuite MobileBaseController Base
- Implementation:Astronomer Astronomer cosmos TrinoLDAPProfileMapping
- Implementation:Allenai Open instruct SFTDatasetProcessor
- Implementation:FlagOpen FlagEmbedding VideoChat2 Choice Bench
- Implementation:Googleapis Python genai Models Generate Content
Heuristics
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
Environments
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Unslothai Unsloth Llama Cpp
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Run llama Llama index OpenAI API Configuration