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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:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Wandb Weave LLM Integration Tracing
Principles
- Principle:Spotify Luigi External Data Sources
- Principle:Huggingface Datasets Dataset Config Info Retrieval
- Principle:Togethercomputer Together python Model Listing
- Principle:Huggingface Datatrove Word Level Statistics
- Principle:Ggml org Llama cpp KVCache
- Principle:AUTOMATIC1111 Stable diffusion webui UI Extensibility
- Principle:ARISE Initiative Robosuite Gripper Testing
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Langgenius Dify Variable Wiring
- Principle:Tensorflow Tfjs Noise Regularization
Implementations
- Implementation:Ollama Ollama Convert GptOss
- Implementation:Pyro ppl Pyro SMCFilter Example
- Implementation:Helicone Helicone Providers Web Metadata
- Implementation:Mlc ai Mlc llm ConvTemplate
- Implementation:FlowiseAI Flowise ComponentsListDialog
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:MarketSquare Robotframework browser Get Text Get Title Get Property
- Implementation:Ollama Ollama Llama Batch
- Implementation:Onnx Onnx Shape Inference Utils
- Implementation:SeleniumHQ Selenium WebElement Interaction API
Heuristics
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
Environments
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Arize ai Phoenix Python Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials