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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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
Principles
- Principle:Microsoft Playwright Implement Response Fixtures
- Principle:ClickHouse ClickHouse Installation
- Principle:CARLA simulator Carla PID Vehicle Control
- Principle:TobikoData Sqlmesh Environment Creation
- Principle:MarketSquare Robotframework browser Response Formatting and Validation
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Mlc ai Web llm Chat Inference
- Principle:Rapidsai Cuml Linear Model Fitting
- Principle:Pyro ppl Pyro Simulator Based Inference
- Principle:Mistralai Client python SDK Installation
Implementations
- Implementation:Openai Openai agents python ItemHelpers
- Implementation:Langgenius Dify Tailwind Common Config
- Implementation:EvolvingLMMs Lab Lmms eval IFEval Instructions Registry
- Implementation:Microsoft Onnxruntime OrtCUDAProviderOptions
- Implementation:Fastai Fastbook Text Classifier Learner
- Implementation:Treeverse LakeFS Java SDK Model InstallationUsageReport
- Implementation:Facebookresearch Audiocraft MagnetSolver
- Implementation:Vllm project Vllm Dynamic 4bit Int MoE CPU
- Implementation:Kubeflow Kubeflow Profile CRD RBAC Setup
- Implementation:Deepspeedai DeepSpeed Evoformer MMA Multistage
Heuristics
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
Environments
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Mlflow Mlflow Python Runtime Environment