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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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|---|---|---|
| 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:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Sgl project Sglang Offline Batch Inference
Principles
- Principle:Liu00222 Open Prompt Injection Application Query Pipeline
- Principle:Haotian liu LLaVA LoRA Configuration
- Principle:Apache Hudi Query Type Definition
- Principle:Online ml River Horizon Metric
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
- Principle:Microsoft LoRA NLG Environment Setup
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:Ggml org Llama cpp Inference Context
- Principle:Ollama Ollama Token Sampling
- Principle:Apache Airflow Environment Setup
Implementations
- Implementation:Lance format Lance JNI BlockingScanner
- Implementation:Mage ai Mage ai Source Write Records
- Implementation:Norrrrrrr lyn WAInjectBench json dumps Results
- Implementation:Evidentlyai Evidently Legacy Text Length Feature
- Implementation:Farama Foundation Gymnasium StickyAction
- Implementation:NVIDIA NeMo Aligner Process Anthropic HH Chat Prompt
- Implementation:Microsoft Agent framework WorkflowBuilder Init
- Implementation:Mit han lab Llm awq InternVLStreamGenerator
- Implementation:LaurentMazare Tch rs Basics Example
- Implementation:Run llama Llama index SentenceTransformersFinetuneEngine Finetune
Heuristics
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
Environments
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Openai CLIP PyTorch CUDA Runtime