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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:Zai org CogVideo SAT Video Generation
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
Principles
- Principle:Truera Trulens Snowflake Connection Configuration
- Principle:CarperAI Trlx Rejection Fine Tuning
- Principle:Apache Druid SQL Destination Configuration
- Principle:ClickHouse ClickHouse Strong IP Types
- Principle:Webdriverio Webdriverio Plugin Resolution
- Principle:Spcl Graph of thoughts Graph of Operations Construction
- Principle:Tencent Ncnn Vulkan GPU Inference
- Principle:Anthropics Anthropic sdk python Message Request With Tools
- Principle:Ucbepic Docetl Output Management
- Principle:Huggingface Datasets XML Dataset Building
Implementations
- Implementation:Vllm project Vllm EngineArgs LoRA Config
- Implementation:OpenGVLab InternVL Streamlit Controller
- Implementation:Neuml Txtai Textractor
- Implementation:TobikoData Sqlmesh Editor Hooks
- Implementation:Iterative Dvc Dependency Dataset
- Implementation:Nautechsystems Nautilus trader Cargo Workspace Manifest
- Implementation:NVIDIA DALI NumPy Parser
- Implementation:Ollama Ollama Llama Sampling Engine
- Implementation:Apache Druid ValuesFilterControl
- Implementation:NVIDIA DALI KernelContext
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Langgenius Dify SSE Streaming Error Handling
Environments
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment