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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:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Onnx Onnx External Data Handling
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Apache Kafka Broker Startup
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Predibase Lorax Server Deployment
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Mistralai Client python Azure Chat Completion
Principles
- Principle:OpenGVLab InternVL Conversation Template System
- Principle:FlowiseAI Flowise Node Registry Loading
- Principle:Recommenders team Recommenders News Hyperparameter Configuration
- Principle:FlowiseAI Flowise Role Based Access Control
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Langfuse Langfuse Eval Error Handling and Retry
- Principle:Langfuse Langfuse Worker Event Processing
- Principle:Nautechsystems Nautilus trader Instrument Registration
- Principle:Langfuse Langfuse Export Storage Upload
- Principle:Pytorch Serve Model Registration
Implementations
- Implementation:DevExpress Testcafe TestRunErrors
- Implementation:Vibrantlabsai Ragas RubricsScore
- Implementation:Scikit learn Scikit learn SequentialFeatureSelector
- Implementation:DistrictDataLabs Yellowbrick ContribEstimatorWrapper
- Implementation:Datajuicer Data juicer JobSnapshot
- Implementation:Triton inference server Server Perf Analyzer Verification
- Implementation:Infiniflow Ragflow File Util
- Implementation:Google deepmind Mujoco mj printModel
- Implementation:Bentoml BentoML Models List Get
- Implementation:FlagOpen FlagEmbedding EvalDenseRetriever Call
Heuristics
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
Environments
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Helicone Helicone Wrangler CLI
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Huggingface Open r1 vLLM Server