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Principles
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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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|---|---|---|
| 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 Installation and Setup
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
Principles
- Principle:Haifengl Smile Model Discovery
- Principle:Apache Hudi Read Environment Configuration
- Principle:DataTalksClub Data engineering zoomcamp Kestra Staging Load
- Principle:Scikit learn Scikit learn Clustering
- Principle:AnswerDotAI RAGatouille In Memory Search
- Principle:Liu00222 Open Prompt Injection Attacker Creation
- Principle:Iterative Dvc Cache Transfer
- Principle:Bigscience workshop Petals Health Monitoring
- Principle:Microsoft LoRA NLG Evaluation Metrics
- Principle:Lance format Lance Automatic Versioning
Implementations
- Implementation:Protectai Llm guard Input BanTopics
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Strategy
- Implementation:Microsoft Semantic kernel AddOpenAIChatClient
- Implementation:Kubeflow Pipelines Pipeline Spec Protobuf
- Implementation:TobikoData Sqlmesh TableDiff Help
- Implementation:Mlc ai Mlc llm CLIP Vision
- Implementation:Spotify Luigi HDFS Config
- Implementation:Tensorflow Serving Tfrt Classifier
- Implementation:ClickHouse ClickHouse Nfpm Common Static Package
- Implementation:OpenGVLab InternVL ADE20KDataset
Heuristics
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Apache Shardingsphere Etcd Cluster Coordination