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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:Mistralai Client python GCP Chat Completion
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Openai Evals Running an eval set
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
Principles
- Principle:Tensorflow Serving Multi Version Export
- Principle:Puppeteer Puppeteer Browser Version Resolution
- Principle:Tensorflow Serving ML Metadata Integration
- Principle:Openai Evals Solver Output Postprocessing
- Principle:Arize ai Phoenix Experiment Execution
- Principle:Haosulab ManiSkill IL Policy Evaluation
- Principle:ClickHouse ClickHouse RAII Scope Guard
- Principle:OpenHands OpenHands Name Validation
- Principle:Treeverse LakeFS Java SDK API Operations
- Principle:Nightwatchjs Nightwatch Page Object Usage In Tests
Implementations
- Implementation:SeleniumHQ Selenium WebDriverException
- Implementation:Scikit learn Scikit learn BernoulliRBM
- Implementation:Openai Evals Classify Function
- Implementation:Duckdb Duckdb PCG Random
- Implementation:TobikoData Sqlmesh Loading
- Implementation:Zai org CogVideo Inference Load Lora Weights
- Implementation:InternLM Lmdeploy Gemm Registry
- Implementation:Sgl project Sglang PR Test Workflow
- Implementation:Scikit learn Scikit learn SparsePCA
- Implementation:SeleniumHQ Selenium Closure Debug
Heuristics
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
Environments
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Pola rs Polars Rust Build Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment