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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:CarperAI Trlx SFT Instruction Tuning
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Groq Groq python Text Embedding
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Togethercomputer Together python Image Generation
- Workflow:MarketSquare Robotframework browser Library Development and Release
Principles
- Principle:Datajuicer Data juicer Data Export
- Principle:Ggml org Ggml Backend Initialization
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Speechbrain Speechbrain Mixture Dataset Preparation
- Principle:Bentoml BentoML Build Configuration
- Principle:Deepspeedai DeepSpeed Op Builder System
- Principle:Deepspeedai DeepSpeed Inference Execution
- Principle:Isaac sim IsaacGymEnvs Assembly Sub Policy Training
- Principle:BerriAI Litellm Cache Key Generation
- Principle:NVIDIA DALI Tensor Layout Transposition
Implementations
- Implementation:Sail sg LongSpec Dataset Prompt Templates
- Implementation:Interpretml Interpret Avx2 32
- Implementation:Datajuicer Data juicer JobUtils
- Implementation:Openai Openai node Alpha Graders
- Implementation:TobikoData Sqlmesh Tracker Plan Overview
- Implementation:Vllm project Vllm CPU MLA Decode
- Implementation:Online ml River Metrics MutualInfo
- Implementation:Ollama Ollama Mtmd GLM4V
- Implementation:Apache Shardingsphere MetaDataContextManager Facade
- Implementation:Microsoft Autogen Agbench Tabulate Cmd
Heuristics
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Huggingface Trl Disable Dropout For RL Training
Environments
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Openai Evals Optional Provider APIs
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:OpenGVLab InternVL Flash Attention 2