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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:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
Principles
- Principle:Haosulab ManiSkill Rotation Geometry Operations
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:Hiyouga LLaMA Factory Low Rank Adaptation
- Principle:Openai Openai python Realtime Session Configuration
- Principle:Ggml org Llama cpp Model Download
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:OpenHands OpenHands Webhook Reception
- Principle:Scikit learn Scikit learn Cross Decomposition
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:HKUDS AI Trader Agentic Retry Loop
Implementations
- Implementation:Haotian liu LLaVA LLaVA Conversation Format
- Implementation:Hpcaitech ColossalAI Train ORPO Script
- Implementation:Microsoft Autogen Studio Environment Settings
- Implementation:Mit han lab Llm awq Build vision projector
- Implementation:Eventual Inc Daft DataFrame Groupby
- Implementation:Langchain ai Langchain CacheIntegrationTests
- Implementation:Microsoft Playwright SelectorParser
- Implementation:NVIDIA TransformerEngine Fused Attn C API
- Implementation:AUTOMATIC1111 Stable diffusion webui DeepDanbooru Model
- Implementation:Microsoft DeepSpeedExamples Text Generation Test
Heuristics
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:PrefectHQ Prefect Python Runtime Environment