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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:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Groq Groq python Text Embedding
- Workflow:Openai Openai node Audio Processing
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
Principles
- Principle:Isaac sim IsaacGymEnvs Task Registration
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:Tensorflow Serving Client Inference Validation
- Principle:Online ml River Streaming Adjusted Rand
- Principle:Shiyu coder Kronos Tokenizer Encoding
- Principle:Apache Druid Data Filtering
- Principle:EvolvingLMMs Lab Lmms eval Task Utility Functions
- Principle:Spotify Luigi Task Persistence History
- Principle:Langgenius Dify Datasource Node Configuration
- Principle:Webdriverio Webdriverio TypeScript Type Safety
Implementations
- Implementation:Microsoft LoRA Check Tokenizers
- Implementation:Deepset ai Haystack PyPDFToDocument
- Implementation:Openai Whisper DecodingOptions
- Implementation:AUTOMATIC1111 Stable diffusion webui Hypernetwork and HypernetworkModule
- Implementation:Haifengl Smile DenseMatrix Operations
- Implementation:Infiniflow Ragflow Common Constants
- Implementation:DistrictDataLabs Yellowbrick ModelVisualizer
- Implementation:Huggingface Transformers Save Pretrained
- Implementation:SeleniumHQ Selenium Closure Testing Mock
- Implementation:Datahub project Datahub ProtobufDataset
Heuristics
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Avhz RustQuant Interpolation Method Selection
Environments
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment