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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:Teamcapybara Capybara Form Testing
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Allenai Open instruct Reward Model Training
Principles
- Principle:Anthropics Anthropic sdk python Model Identifier Mapping
- Principle:Apache Beam Execution Monitoring
- Principle:Norrrrrrr lyn WAInjectBench Binary Classifier Training
- Principle:Intel Ipex llm LoRA Adapter Injection QLoRA
- Principle:DistrictDataLabs Yellowbrick Classifier Visual Evaluation
- Principle:HKUDS AI Trader Frontend Cache Management
- Principle:Mlc ai Mlc llm Preemption Recovery
- Principle:Apache Kafka JVM Classpath Assembly
- Principle:Alibaba ROLL Logits Transfer Communication
- Principle:Google deepmind Dm control Task Definition
Implementations
- Implementation:OWASP Www project top 10 for large language model applications AdversarialTester Craft and Execute
- Implementation:Eric mitchell Direct preference optimization BasicTrainer Train
- Implementation:Openai Openai python Response Input Item
- Implementation:VainF Torch Pruning Node
- Implementation:Alibaba MNN Protobuf Descriptor CC
- Implementation:Pola rs Polars GroupBy Agg Expressions
- Implementation:Promptfoo Promptfoo loadApiProvider
- Implementation:ARISE Initiative Robosuite HammerObject
- Implementation:SeleniumHQ Selenium Closure UI ControlRenderer
- Implementation:Huggingface Transformers Compute Basic Statistics
Heuristics
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Ggml org Ggml Thread Count Selection
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Ray project Ray Java Build Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Spotify Luigi Python Runtime