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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:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Online ml River Online Clustering
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Neuml Txtai Model Training
Principles
- Principle:AnswerDotAI RAGatouille Document Reranking
- Principle:Ggml org Llama cpp CLI Configuration
- Principle:ARISE Initiative Robosuite Controller Abstraction
- Principle:DataExpert io Data engineer handbook Spark Session Configuration
- Principle:Neuml Txtai Agent Execution
- Principle:Allenai Open instruct Streaming Generation Configuration
- Principle:Tensorflow Serving Multi Version Export
- Principle:Webdriverio Webdriverio Test Spec Authoring
- Principle:Microsoft Agent framework Handler Declaration
- Principle:Farama Foundation Gymnasium Synchronous Vector Execution
Implementations
- Implementation:Treeverse LakeFS Java SDK Model UserList
- Implementation:Ollama Ollama Imagegen Transfer Upload
- Implementation:Apache Paimon DataTypeFamily
- Implementation:Apache Druid Time Manipulation
- Implementation:DataTalksClub Data engineering zoomcamp Spark WithColumnRenamed
- Implementation:Pyro ppl Pyro Regional SIR
- Implementation:NVIDIA TransformerEngine Triton Cross Entropy
- Implementation:Langchain ai Langchain Release Workflow Dispatch
- Implementation:Microsoft Autogen Studio Agentflow
- Implementation:Pyro ppl Pyro LazyJIT
Heuristics
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Kserve Kserve Multinode Replica Calculation
Environments
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Sgl project Sglang Triton
- Environment:Pola rs Polars Rust Build Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Apache Spark Kubernetes Runtime
- Environment:Iterative Dvc DVC Environment Variables