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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 Text to image generation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Iterative Dvc Data Tracking
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Getgauge Taiko Network Request Interception
Principles
- Principle:Langgenius Dify Prompt Template Design
- Principle:Ollama Ollama KVCache Abstraction
- Principle:Deepspeedai DeepSpeed Engine Initialization
- Principle:Kserve Kserve Multi Model Shared Service
- Principle:Promptfoo Promptfoo Build And Packaging
- Principle:Alibaba ROLL Agentic Advantage Estimation
- Principle:Langgenius Dify Container Orchestration
- Principle:Cypress io Cypress DOM Assertion and Interaction
- Principle:Datahub project Datahub CLI Installation
- Principle:Kubeflow Pipelines Parallel Iteration
Implementations
- Implementation:NVIDIA DALI C API V2 Error Handling
- Implementation:Heibaiying BigData Notes Flink ListState Usage
- Implementation:Iterative Dvc Lock
- Implementation:NVIDIA TransformerEngine JAX Hadamard
- Implementation:NVIDIA TransformerEngine Ops L2Normalization
- Implementation:Mlflow Mlflow Docker Compose Deployment
- Implementation:Treeverse LakeFS Java SDK Model ExternalPrincipal
- Implementation:Lucidrains X transformers NonAutoregressiveWrapper Forward
- Implementation:Online ml River Preprocessing Imputers
- Implementation:Iterative Dvc Fs Dvc Path
Heuristics
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
Environments
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Online ml River Build Toolchain
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Apache Airflow Python Runtime Environment