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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:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Online ml River Time Series Forecasting
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
Principles
- Principle:FMInference FlexLLMGen Resource Cleanup
- Principle:Ggml org Llama cpp OpenAI API Endpoints
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:Langchain ai Langchain Conversation Looping
- Principle:PrefectHQ Prefect Human Approval Gate
- Principle:Neuml Txtai Pipeline Definition
- Principle:Datahub project Datahub Metadata Sink Verification
- Principle:Ggml org Llama cpp HashingUtilities
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
- Principle:Cleanlab Cleanlab Span Classification Issue Detection
Implementations
- Implementation:Openai Openai node Chat Completions Messages
- Implementation:Microsoft Playwright LaunchApp
- Implementation:Microsoft Playwright FfBrowser
- Implementation:Groq Groq python SDK Sentinel and Request Types
- Implementation:AUTOMATIC1111 Stable diffusion webui Upscaler upscale
- Implementation:BerriAI Litellm PagerDuty Alerting
- Implementation:Astronomer Astronomer cosmos ProjectConfig Init
- Implementation:TobikoData Sqlmesh Selector
- Implementation:Run llama Llama index RankGPTRerank
- Implementation:Princeton nlp SimPO Transformers Pipeline
Heuristics
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
Environments
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Obss Sahi Python Image Processing
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Arize ai Phoenix LLM Provider SDKs