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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:Eventual Inc Daft SQL Query Analytics
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Alibaba MNN Model Compression
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Openai Openai python Responses API Text Generation
Principles
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
- Principle:CrewAIInc CrewAI Tool Assignment
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:Vllm project Vllm Multimodal Engine Configuration
- Principle:Treeverse LakeFS S3 Data Reading
- Principle:Infiniflow Ragflow Retrieval Configuration
- Principle:Langgenius Dify Environment Configuration
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:Huggingface Datasets Column Name Inspection
- Principle:OWASP Www project top 10 for large language model applications Translation Baseline Preparation
Implementations
- Implementation:Datajuicer Data juicer Process Utils
- Implementation:Mage ai Mage ai OracleDB Source
- Implementation:Microsoft Playwright Server BrowserContext
- Implementation:Datajuicer Data juicer DataJuicerTestCaseBase Pattern
- Implementation:Sgl project Sglang Program State Fork Join
- Implementation:Apache Druid ResultTablePane
- Implementation:Hiyouga LLaMA Factory DPO Workflow
- Implementation:Risingwavelabs Risingwave MetaClient
- Implementation:Run llama Llama index Index Data Structs
- Implementation:Treeverse LakeFS Java SDK Model CompletePresignMultipartUpload
Heuristics
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
Environments
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Huggingface Datasets Image Dependencies
- Environment:Helicone Helicone Wrangler CLI
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Snorkel team Snorkel Dask Distributed