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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:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Mlfoundations Open flamingo Distributed Training
Principles
- Principle:Ray project Ray Actor Method Invocation
- Principle:Pola rs Polars Python Binding Configuration
- Principle:NVIDIA NeMo Aligner KTO Training
- Principle:Groq Groq python Binary Response Handling
- Principle:Pyro ppl Pyro SMC Filtering Pattern
- Principle:EvolvingLMMs Lab Lmms eval Distributed Environment Setup
- Principle:Triton inference server Server Performance Analysis
- Principle:TA Lib Ta lib python Python Extension Building
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Facebookresearch Audiocraft Audio Token Decoding
Implementations
- Implementation:Deepspeedai DeepSpeed XPU Adam Header
- Implementation:Heibaiying BigData Notes HBaseUtils Read Operations
- Implementation:Online ml River Tree Splitter Exhaustive
- Implementation:DevExpress Testcafe StackCleaningHook
- Implementation:SeleniumHQ Selenium JavascriptExecutor
- Implementation:Ucbepic Docetl Directive AgentUtils
- Implementation:Ggml org Llama cpp Diffusion CLI
- Implementation:Nightwatchjs Nightwatch Cucumber Package Install
- Implementation:Openclaw Openclaw RunCli
- Implementation:ClickHouse ClickHouse BorrowedObjectPool
Heuristics
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
Environments
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Allenai Open instruct Ray Distributed
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Getgauge Taiko Node Runtime