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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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|---|---|---|
| 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:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
Principles
- Principle:Microsoft Playwright Save and Load Authentication State
- Principle:LaurentMazare Tch rs Tensor Shape Abstraction
- Principle:ChenghaoMou Text dedup Pipeline Configuration
- Principle:Apache Beam Execution Monitoring
- Principle:Puppeteer Puppeteer CDP Session Management
- Principle:Farama Foundation Gymnasium Episode Time Limiting
- Principle:Teamcapybara Capybara Selector Modification
- Principle:Togethercomputer Together python Batch Input Preparation
- Principle:Eventual Inc Daft Documentation Notebook Generation
- Principle:OpenGVLab InternVL Vision Encoder Configuration
Implementations
- Implementation:Openai Openai python Response Reasoning Item
- Implementation:Online ml River Conf Interval
- Implementation:Treeverse LakeFS Java SDK Model PullRequestsList
- Implementation:Lance format Lance FilterPlanner
- Implementation:Pyro ppl Pyro MultivariateStudentT
- Implementation:Vibrantlabsai Ragas MultiModalPrompt
- Implementation:LLMBook zh LLMBook zh github io DataCollatorForSupervisedDataset
- Implementation:Fede1024 Rust rdkafka Metadata Example
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Venue
- Implementation:Huggingface Diffusers ModelMixin From Pretrained Quantized
Heuristics
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
Environments
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Kserve Kserve Cert Manager
- Environment:Tensorflow Tfjs Python Converter
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Openai Openai python Azure OpenAI
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Microsoft Semantic kernel DotNet SDK Environment