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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:Googleapis Python genai Model Fine Tuning
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Apache Airflow Scheduler Operation and Task Execution
Principles
- Principle:Ggml org Llama cpp Model Architecture Support
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Junyanz Pytorch CycleGAN and pix2pix Conditional Image Translation
- Principle:PacktPublishing LLM Engineers Handbook Evaluation Results Aggregation
- Principle:Axolotl ai cloud Axolotl Vision Language Model Loading
- Principle:Huggingface Optimum Export Validation
- Principle:OpenRLHF OpenRLHF Rule Based Reward Functions
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Tensorflow Tfjs Graph Execution
- Principle:Neuml Txtai Content Indexing
Implementations
- Implementation:Unslothai Unsloth FastLanguageModel Get Peft Model
- Implementation:Langchain ai Langgraph ValidationNode
- Implementation:Microsoft DeepSpeedExamples Alpaca Training Dataset
- Implementation:Triton inference server Server Launch Triton Server Script
- Implementation:Webdriverio Webdriverio Bidi RemoteTypes
- Implementation:Wandb Weave Patch Integration
- Implementation:SeleniumHQ Selenium GridRedisClient Configuration
- Implementation:Puppeteer Puppeteer BrowserContext
- Implementation:SeleniumHQ Selenium Closure Timer
- Implementation:Openai Openai python SDK General Utils
Heuristics
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Duckdb Duckdb Memory Management Rules
Environments
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:HKUDS AI Trader Python LangChain Runtime