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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:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Iterative Dvc Data Tracking
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Kornia Kornia Image Feature Matching
Principles
- Principle:Zai org CogVideo Video Frame Extraction
- Principle:Iamhankai Forest of Thought Dataset Loading
- Principle:Mlc ai Mlc llm Orchestrated Deployment Launch
- Principle:Apache Dolphinscheduler SPI Plugin Registration
- Principle:FlowiseAI Flowise Route Configuration
- Principle:ARISE Initiative Robosuite Mobile Base Control Abstraction
- Principle:SeleniumHQ Selenium Page Object Test Design
- Principle:Apache Hudi Compaction Commit
- Principle:Lakeraai Pint benchmark Prompt Injection Detection
- Principle:Kornia Kornia ONNX Inference
Implementations
- Implementation:Allenai Open instruct OLMoE 0125 Dev Scripts
- Implementation:Testtimescaling Testtimescaling github io Literature Review Screening
- Implementation:Haosulab ManiSkill KitchenObjectUtils
- Implementation:Haosulab ManiSkill QuadrupedReach
- Implementation:Kserve Kserve Tag Based Routing Validation
- Implementation:Farama Foundation Gymnasium HumanoidStandupEnv V5
- Implementation:Langgenius Dify UseAppFavicon
- Implementation:Ggml org Ggml Sycl convert
- Implementation:Ggml org Ggml Cann aclnn ops
- Implementation:CARLA simulator Carla Lane Explorer Example
Heuristics
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
Environments
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Vllm project Vllm ROCm
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:ChenghaoMou Text dedup Python 3 12 Environment