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Workflows
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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:ARISE Initiative Robosuite Teleoperation
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Openai Openai python Chat Completion
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Kornia Kornia Image Stitching Panorama
Principles
- Principle:Huggingface Diffusers Instance Data Collection
- Principle:Zai org CogVideo Perceptual Adversarial Loss
- Principle:Apache Dolphinscheduler Connection Parameter Definition
- Principle:Lucidrains X transformers Encoder Decoder Configuration
- Principle:CARLA simulator Carla Sensor Data Streaming
- Principle:Online ml River DataFrame Stream Ingestion
- Principle:Evidentlyai Evidently Snapshot Storage
- Principle:Elevenlabs Elevenlabs python Conversational Session
- Principle:Tensorflow Serving Publish Subscribe Pattern
- Principle:Langgenius Dify Datasource Node Configuration
Implementations
- Implementation:Openai Openai node EventStream
- Implementation:Openai Openai python Response Item List
- Implementation:Puppeteer Puppeteer Browsers Launch
- Implementation:NVIDIA TransformerEngine JAX Triton Permutation
- Implementation:Microsoft Onnxruntime CUDA TrainingSplit
- Implementation:Triton inference server Server HTTP Generate Endpoint
- Implementation:Microsoft Onnxruntime Module Optimizer Scheduler Init
- Implementation:Heibaiying BigData Notes WordCountReducer Reduce
- Implementation:Hiyouga LLaMA Factory Trainer Utils
- Implementation:NVIDIA TransformerEngine PyTorch Ext Comm Overlap
Heuristics
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Alibaba MNN Weight Quantization Strategy
Environments
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Tensorflow Tfjs Python Converter
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4