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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:Predibase Lorax Structured JSON Output
- Workflow:Googleapis Python genai Context Caching
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Neuml Txtai API Deployment
- Workflow:Unstructured IO Unstructured Document Partitioning
Principles
- Principle:Online ml River Online Ensemble Methods
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:Pola rs Polars Time Range Filtering
- Principle:Huggingface Datasets SQL Import
- Principle:Truera Trulens Context Filter Guardrail
- Principle:Online ml River TextClust Clustering
- Principle:Confident ai Deepeval Offline Trace Evaluation
- Principle:Pyro ppl Pyro Funsor Backend HMM
- Principle:Neuml Txtai Workflow Composition
- Principle:Online ml River Online One Class SVM
Implementations
- Implementation:Mage ai Mage ai Chargebee Client
- Implementation:CARLA simulator Carla Client Set Replayer Time Factor
- Implementation:Apache Kafka Connect Distributed Script
- Implementation:Microsoft Playwright TraceV7
- Implementation:Microsoft DeepSpeedExamples Create Critic Model
- Implementation:NVIDIA DALI Cpplint
- Implementation:Ucbepic Docetl Dataset Debate Gleaning
- Implementation:Run llama Llama index BaseObjectNodeMapping
- Implementation:SeleniumHQ Selenium Bootstrap Main Entry
- Implementation:Allenai Open instruct TensorCache
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Openai CLIP CLIP Normalization Constants
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Gretelai Gretel synthetics Python Base Environment