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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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|---|---|---|
| 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:Apache Airflow Provider Distribution Development
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Online ml River Online Clustering
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Huggingface Transformers PEFT Adapter Integration
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Architecture
- Principle:Microsoft Onnxruntime Tensor Construction
- Principle:Volcengine Verl Dataset Acquisition
- Principle:Deepset ai Haystack Document Embedding
- Principle:Heibaiying BigData Notes Kafka Rebalancing and Shutdown
- Principle:Ollama Ollama AgentArchitecture
- Principle:ArroyoSystems Arroyo Pipeline Creation
- Principle:Ollama Ollama GGUF Model Conversion Qwen25Vl
- Principle:Huggingface Peft AdaLoRA Rank Allocation
- Principle:Apache Shardingsphere Shadow Algorithm Evaluation
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook BaseCrawler Extract
- Implementation:Recommenders team Recommenders RLRMC Algorithm
- Implementation:NVIDIA TransformerEngine Ops Base
- Implementation:Vllm project Vllm Collect Env
- Implementation:Ggml org Llama cpp Chat Parser Header
- Implementation:Microsoft Playwright Page WaitForNetwork
- Implementation:Datajuicer Data juicer ImageDeduplicator
- Implementation:ARISE Initiative Robomimic ConfigGenerator generate
- Implementation:Puppeteer Puppeteer Deferred
- Implementation:OpenGVLab InternVL LLaVA Custom Training Script
Heuristics
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
Environments
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Dagster io Dagster GRPC Communication
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack