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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:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
Principles
- Principle:Microsoft LoRA LoRA Checkpoint Saving
- Principle:Vespa engine Vespa Runtime Level Control
- Principle:Alibaba MNN Compression Tool Setup
- Principle:Ggml org Llama cpp Token Sampling
- Principle:Nautechsystems Nautilus trader External Data Loading
- Principle:Pytorch Serve Distributed Worker
- Principle:Speechbrain Speechbrain LibriTTS Data Preparation
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:Mlc ai Web llm Chat Request Configuration
- Principle:Microsoft Semantic kernel Vector Similarity Search
Implementations
- Implementation:OpenHands OpenHands ClusteredConversationManager Close Session
- Implementation:Cohere ai Cohere python BatchesRawClient
- Implementation:Helicone Helicone UseFeatureTrial
- Implementation:Huggingface Datasets Lance Builder
- Implementation:Google deepmind Mujoco MJX Render Util
- Implementation:NVIDIA DALI FP16 Utilities
- Implementation:Mlflow Mlflow Remove Experimental Decorators
- Implementation:Openai Openai python Images Response Model
- Implementation:Ggml org Llama cpp Llama Model Load For Multimodal
- Implementation:Scikit learn Scikit learn Train Test Split
Heuristics
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
Environments
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Vllm project Vllm Distributed
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Pola rs Polars GPU Execution Environment