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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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Browse by Category
| 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:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Langgenius Dify Application Creation
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Haifengl Smile SQL Analytics Pipeline
Principles
- Principle:ClickHouse ClickHouse SIMD String Hashing
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Duckdb Duckdb Declarative Benchmark Execution
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:OpenHands OpenHands Base App Initialization
- Principle:Unstructured IO Unstructured OpenAI Embedding
- Principle:Norrrrrrr lyn WAInjectBench Environment Setup
- Principle:Kubeflow Kubeflow Contribution Guidelines
- Principle:Apache Flink Element Conversion
- Principle:Pytorch Serve vLLM Inference
Implementations
- Implementation:Huggingface Optimum GPTQQuantizer Pack Model
- Implementation:DevExpress Testcafe Testcafe CLI Entry
- Implementation:Datajuicer Data juicer StopWordsFilter
- Implementation:Bentoml BentoML IO Descriptor Multipart
- Implementation:BerriAI Litellm Vector Stores API
- Implementation:Neuml Txtai HTMLToMarkdown
- Implementation:Open compass VLMEvalKit MMHelix Calcudoku Eval
- Implementation:Datajuicer Data juicer Init Configs
- Implementation:Openai Evals FewShotSolver
- Implementation:Huggingface Optimum Get Dataset
Heuristics
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Unslothai Unsloth Merge Memory Management
Environments
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime