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1,118
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:Triton inference server Server Ensemble Model Pipeline
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Openai Openai node Function Calling
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Apache Airflow Core Release Process
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Openai Openai agents python Basic Agent Execution
Principles
- Principle:Openai Evals Persistent Memory Management
- Principle:Webdriverio Webdriverio Test Configuration Parsing
- Principle:Dotnet Machinelearning SSA Model Fitting
- Principle:Alibaba MNN Express Gradient Optimizer Interface
- Principle:Google deepmind Mujoco Model Text Dump
- Principle:Neuml Txtai Semantic Search
- Principle:ARISE Initiative Robosuite Controller Factory Pattern
- Principle:Truera Trulens Leaderboard Analysis
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Mbzuai oryx Awesome LLM Post training Keyword Data Loading
Implementations
- Implementation:SeleniumHQ Selenium FederatedCredentialManagementDialog
- Implementation:Duckdb Duckdb Generate Serialization
- Implementation:Ucbepic Docetl FileOperations
- Implementation:Isaac sim IsaacGymEnvs DR Utils Random Samples
- Implementation:Online ml River Tree MondrianTreeNodes
- Implementation:Anthropics Anthropic sdk python Core Types
- Implementation:Microsoft Autogen Studio MCP Create Modal
- Implementation:FlowiseAI Flowise IsValidConnectionAgentflowV2
- Implementation:FlowiseAI Flowise ValidationPopUp
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
Heuristics
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
Environments
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Datahub project Datahub Java Build
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Langgenius Dify Vector Database Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Predibase Lorax Python Server Dependencies