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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:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Iterative Dvc Data Tracking
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Lance format Lance Version Management
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Datajuicer Data juicer Custom Operator Development
Principles
- Principle:Ggml org Llama cpp Batch Processing
- Principle:Speechbrain Speechbrain Speech To Unit Translation
- Principle:Openclaw Openclaw Session Resolution
- Principle:ARISE Initiative Robosuite HDF5 Dataset Aggregation
- Principle:PrefectHQ Prefect Flow Run Querying
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:Marker Inc Korea AutoRAG YAML Configuration Authoring
- Principle:Run llama Llama index Query Engine Creation
- Principle:Mit han lab Llm awq Multimodal Model Configuration
Implementations
- Implementation:TobikoData Sqlmesh Documentation Component
- Implementation:Google deepmind Mujoco Engine Sensor
- Implementation:EvolvingLMMs Lab Lmms eval TUI CLI
- Implementation:Unstructured IO Unstructured Check Diff Expected Output
- Implementation:Onnx Onnx Graph Node List
- Implementation:Huggingface Alignment handbook Trainer Save And Push
- Implementation:Run llama Llama index BaseRetriever
- Implementation:Microsoft Playwright Server Page
- Implementation:Ucbepic Docetl MOAR Node
- Implementation:Marker Inc Korea AutoRAG CohereReranker
Heuristics
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
Environments
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node