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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:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Bentoml BentoML Bento Build And Containerization
Principles
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:HKUDS AI Trader LLM Invocation
- Principle:Microsoft Autogen Tool Event Processing
- Principle:Microsoft Onnxruntime Optimized Inference
- Principle:CrewAIInc CrewAI Specialist Agent Definition
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Zai org CogVideo Frame Interpolation
- Principle:Kserve Kserve Prediction Protocol
- Principle:Ollama Ollama CLI Format Utility
- Principle:Ucbepic Docetl Top K Document Retrieval
Implementations
- Implementation:InternLM Lmdeploy AnomalyHandler
- Implementation:Webdriverio Webdriverio Capabilities Types
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:Google deepmind Dm control Viewer Launch
- Implementation:CarperAI Trlx Accelerate RFT Trainer
- Implementation:SeleniumHQ Selenium Closure Dom Safe
- Implementation:OWASP Www project top 10 for large language model applications TranslationScaffold Create Locale
- Implementation:Ollama Ollama Anthropic Handler
- Implementation:Run llama Llama index CrossEncoder Dataset Gen
- Implementation:Togethercomputer Together python Evaluation Resource
Heuristics
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
Environments
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:FlagOpen FlagEmbedding Finetuning Environment