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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:Unslothai Unsloth Model Export And Deployment
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Openai Whisper Word Level Timestamps
Principles
- Principle:Cypress io Cypress CI Result Processing
- Principle:Sktime Pytorch forecasting Positional Encoding
- Principle:Huggingface Datatrove Parquet Data Reading
- Principle:TA Lib Ta lib python Pattern Scanning
- Principle:Microsoft Playwright Test File Creation
- Principle:Mlfoundations Open flamingo FSDP Model Wrapping
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Explodinggradients Ragas Prompt Iteration Comparison
- Principle:Zai org CogVideo Caption Generation
- Principle:Promptfoo Promptfoo Remote Assertion Evaluation
Implementations
- Implementation:Apache Shardingsphere VersionNodePath Resolve
- Implementation:Isaac sim IsaacGymEnvs RLGPUAlgoObserver Metrics
- Implementation:Mlc ai Mlc llm MLCEngine Generate
- Implementation:DevExpress Testcafe RunnerAPI TypeDefs
- Implementation:Pyro ppl Pyro TransformModule
- Implementation:Apache Druid CompactionHistoryDialog
- Implementation:OWASP Www project top 10 for large language model applications Publisher Publish
- Implementation:Norrrrrrr lyn WAInjectBench json dumps Results
- Implementation:Hiyouga LLaMA Factory V1 Model Engine
- Implementation:Huggingface Datatrove LangStats
Heuristics
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
Environments
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Intel Ipex llm XPU Finetuning Environment