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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:Langchain ai Langchain Chat Model Invocation
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Alibaba MNN Model Compression
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Ollama Ollama OpenAI API Compatibility
Principles
- Principle:Interpretml Interpret EBM Prediction
- Principle:Spotify Luigi Remote Data Transfer
- Principle:ContextualAI HALOs Preference Alignment
- Principle:Tensorflow Tfjs Graph Execution
- Principle:Datahub project Datahub Entity Construction
- Principle:Webdriverio Webdriverio Cucumber Configuration
- Principle:Google deepmind Dm control Team Configuration
- Principle:OpenGVLab InternVL Optimizer Construction
- Principle:AUTOMATIC1111 Stable diffusion webui Job Management
- Principle:Apache Druid Visual Filter Configuration
Implementations
- Implementation:Haifengl Smile KNN RNN Search API
- Implementation:Langchain ai Langgraph PregelProtocol
- Implementation:Langchain ai Langgraph Pregel Stream With Interrupts
- Implementation:Apache Flink Mapred HadoopOutputFormat
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Components
- Implementation:Sgl project Sglang LLaVA Video Pipeline
- Implementation:NVIDIA TransformerEngine JAX XLA Attention
- Implementation:Teamcapybara Capybara Spec Rack Test
- Implementation:Testtimescaling Testtimescaling github io Actions Checkout V3
- Implementation:Onnx Onnx Printer To Text
Heuristics
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Huggingface Diffusers Training Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Neuml Txtai API Server Configuration
- Environment:Zai org CogVideo Video Captioning Environment