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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:Datahub project Datahub Python Metadata Emission
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:OpenBMB UltraFeedback Completion Generation
Principles
- Principle:InternLM Lmdeploy Image Loading
- Principle:Confident ai Deepeval Task Completion Evaluation
- Principle:Pyro ppl Pyro Minimal PPL
- Principle:Facebookresearch Habitat lab Low level Skill Training
- Principle:Recommenders team Recommenders Benchmark Model Training
- Principle:Ggml org Llama cpp StreamingJSONParsing
- Principle:Microsoft Autogen Agent Instantiation
- Principle:Langgenius Dify ShallowRouting
- Principle:Haifengl Smile SQL Database Connection
- Principle:Ucbepic Docetl Entity Link Resolution
Implementations
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Production
- Implementation:Treeverse LakeFS Java SDK ImportApi
- Implementation:Vibrantlabsai Ragas Llm Factory
- Implementation:Openai Evals MMMU Eval Config
- Implementation:Haotian liu LLaVA Merge LoRA Weights
- Implementation:CrewAIInc CrewAI Tool Assignment Config
- Implementation:Apache Druid ParseDataTable
- Implementation:NVIDIA DALI NVML Utilities Header
- Implementation:Haosulab ManiSkill Camera Pose Randomization
- Implementation:Recommenders team Recommenders Standard VAE
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
Environments
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Vllm project Vllm GitHub
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Mit han lab Llm awq CUDA Build Environment