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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:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Huggingface Transformers Model Quantization
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
Principles
- Principle:TA Lib Ta lib python Price Data Preparation
- Principle:Apache Flink Object Reuse
- Principle:Ggml org Llama cpp ResourceManagement
- Principle:DistrictDataLabs Yellowbrick Cross Validation Scoring
- Principle:Huggingface Diffusers ControlNet Architecture
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Tensorflow Tfjs Model Evaluation And Deployment
- Principle:Huggingface Datatrove Sentence Level Statistics
- Principle:NVIDIA DALI TensorFlow Dataset Integration
- Principle:Puppeteer Puppeteer Screenshot Capture
Implementations
- Implementation:Tensorflow Tfjs Normalization Layers
- Implementation:Langgenius Dify CreateEmptyDataset
- Implementation:Apache Shardingsphere MetaDataContextsInitFactory Create
- Implementation:Promptfoo Promptfoo Docusaurus Config
- Implementation:Microsoft Semantic kernel InvokePromptAsync With KernelArguments
- Implementation:Elevenlabs Elevenlabs python Text Chunker
- Implementation:InternLM Lmdeploy DecodingTemplate
- Implementation:Microsoft Agent framework YAML Agent Definition Schema
- Implementation:Openai Openai python Response Code Interpreter Tool Call Param
- Implementation:Openai Openai node Beta Realtime TranscriptionSessions
Heuristics
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
Environments
- Environment:Kserve Kserve Gateway API
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Vllm project Vllm AMD ROCm
- Environment:Interpretml Interpret Python Core Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Cypress io Cypress Browser Requirements
- Environment:Langchain ai Langchain LangSmith Tracing Config