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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:Apache Flink Hybrid Source Switching
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Mistralai Client python Function Calling
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
Principles
- Principle:SeleniumHQ Selenium CDP Session Cleanup
- Principle:Cleanlab Cleanlab Label Quality Scoring
- Principle:Predibase Lorax OpenAI Compatible Client
- Principle:Diagram of thought Diagram of thought Convergence Assessment
- Principle:Alibaba ROLL PyTorch Checkpoint Patches
- Principle:NVIDIA NeMo Aligner Reward Model Validation
- Principle:Anthropics Anthropic sdk python Thinking Request Execution
- Principle:Ollama Ollama ServerArchitecture
- Principle:Huggingface Diffusers Training Environment Setup
- Principle:Haosulab ManiSkill Trajectory Recording
Implementations
- Implementation:Alibaba MNN Protobuf Generated Table Driven Lite H
- Implementation:Microsoft DeepSpeedExamples Offload States Demo
- Implementation:FlagOpen FlagEmbedding BGE Coder Utils
- Implementation:Apache Paimon FieldBunch
- Implementation:Huggingface Datasets Stratify Utils
- Implementation:Anthropics Anthropic sdk python MessageStream Iterator
- Implementation:Apache Shardingsphere DatabaseMetaDataManager Manage
- Implementation:Norrrrrrr lyn WAInjectBench AdamW Training Loop
- Implementation:OWASP Www project top 10 for large language model applications FeedbackGenerator Generate
- Implementation:Huggingface Datatrove TextUtils
Heuristics
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
Environments
- Environment:Huggingface Trl Quantization Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Apache Airflow Database Backend Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Predibase Lorax Model Source Credentials
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Snorkel team Snorkel PyTorch
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Openclaw Openclaw State Directory And Credentials