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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:DevExpress Testcafe CI Integration
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Iterative Dvc Data Tracking
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Ucbepic Docetl Playground Interactive Development
Principles
- Principle:Huggingface Datasets Dataset Sorting
- Principle:OWASP Www project top 10 for large language model applications ASI Top 10 Threat Assessment
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:CarperAI Trlx Reward Model Architecture
- Principle:Ollama Ollama Llama Cpp Common Library
- Principle:Mlc ai Mlc llm Prefill Decode Disaggregation
- Principle:Huggingface Datatrove Document Filtering Framework
- Principle:Eric mitchell Direct preference optimization Hydra Configuration
- Principle:VainF Torch Pruning Pruned Model Serialization
- Principle:TA Lib Ta lib python Abstract Data Input
Implementations
- Implementation:Ray project Ray Serve RayServeReplica Interface
- Implementation:DistrictDataLabs Yellowbrick ClassificationScoreVisualizer
- Implementation:Nautechsystems Nautilus trader TradingNode Build Run
- Implementation:Protectai Llm guard NoRefusal
- Implementation:Helicone Helicone CostOfPrompt
- Implementation:Heibaiying BigData Notes StreamExecutionEnvironment GetExecutionEnvironment
- Implementation:OpenGVLab InternVL Concat Pad Data Collator
- Implementation:Nightwatchjs Nightwatch Globals Type Definitions
- Implementation:Open compass VLMEvalKit Physics Utils
- Implementation:Speechbrain Speechbrain Prepare Voicebank
Heuristics
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
Environments
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Kserve Kserve Knative Serving