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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:Cypress io Cypress CI Pipeline Integration
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Mlc ai Web llm Text Embeddings And RAG
Principles
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Deepspeedai DeepSpeed Op Builder System
- Principle:FMInference FlexLLMGen Distributed Pipeline Initialization
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:Run llama Llama index Batch Evaluation Execution
- Principle:Langchain ai Langgraph Server Runtime Context
- Principle:Recommenders team Recommenders SAR Algorithm
- Principle:Apache Kafka Topic Deletion
- Principle:Neuml Txtai Agent Configuration
- Principle:Sgl project Sglang Sampling Parameters Preparation
Implementations
- Implementation:Lucidrains X transformers XTransformer Init
- Implementation:Openai Openai python Eval List Response
- Implementation:Wandb Weave Publish PyPI Release
- Implementation:Online ml River Metrics AdjustedRand
- Implementation:Scikit learn Scikit learn ArffParser
- Implementation:Apache Druid SchemaColumnList
- Implementation:Risingwavelabs Risingwave MetaClient
- Implementation:Apache Paimon MathUtils
- Implementation:Google deepmind Mujoco JAX Experimental FFI
- Implementation:Open compass VLMEvalKit MMHelix WordLadder Eval
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Huggingface Datasets Batch Size Optimization
Environments
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Vllm project Vllm CUDA
- Environment:Apache Airflow Python Runtime Environment
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment