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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:Google deepmind Dm control Manipulation Task Setup
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:Triton inference server Server Engine Validation
- Principle:Dagster io Dagster Resource Management
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Isaac sim IsaacGymEnvs Inference Configuration
- Principle:Apache Beam Job Submission Twister2
- Principle:BerriAI Litellm Server Startup
- Principle:Pytorch Serve Speech Recognition Inference
- Principle:Risingwavelabs Risingwave Sink Data Delivery
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval Import Utils
- Implementation:Run llama Llama index Docs Package Lock
- Implementation:NVIDIA TransformerEngine PyTorch Quantizer Cpp
- Implementation:Huggingface Transformers DeviceMesh Construction
- Implementation:CrewAIInc CrewAI AI Mind Tool
- Implementation:Helicone Helicone Unified Model Registry
- Implementation:Hpcaitech ColossalAI NaiveExperienceBuffer
- Implementation:Spotify Luigi SparkSubmitTask Config
- Implementation:Evidentlyai Evidently Legacy Core Types
- Implementation:Apache Druid CurrentDartPanel
Heuristics
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
Environments
- Environment:Vllm project Vllm Python
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Vllm project Vllm Distributed
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment