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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:MarketSquare Robotframework browser Plugin Development
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Haifengl Smile Model Serving Pipeline
Principles
- Principle:Mistralai Client python Model And File Management
- Principle:Openai CLIP Dataset Preparation
- Principle:Facebookresearch Habitat lab Configuration Composition
- Principle:Ucbepic Docetl Programmatic Optimization
- Principle:Datajuicer Data juicer LLM Content Generation
- Principle:Huggingface Datasets JAX Formatting
- Principle:DevExpress Testcafe CDP Browser Control
- Principle:Apache Hudi Result Delivery
- Principle:FMInference FlexLLMGen Distributed Job Runner
- Principle:Confident ai Deepeval Faithfulness Evaluation
Implementations
- Implementation:OWASP Www project top 10 for large language model applications StyleValidator Validate
- Implementation:Speechbrain Speechbrain Train GigaSpeech Transducer
- Implementation:Kserve Kserve Graph Router Engine
- Implementation:SeleniumHQ Selenium Sizzle
- Implementation:ARISE Initiative Robosuite RenderDatasetOmniverse
- Implementation:Farama Foundation Gymnasium Check Environments Match
- Implementation:Avhz RustQuant CurveModel Trait
- Implementation:Ollama Ollama MLXRunner Fast
- Implementation:Arize ai Phoenix DocumentRelevanceEvaluator
- Implementation:Explodinggradients Ragas AgentGoalAccuracy Metric
Heuristics
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Cypress io Cypress Browser Version Workarounds
Environments
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Openai Evals Python Runtime
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Vllm project Vllm ROCm
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Eventual Inc Daft Cloud Storage Credentials