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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:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Neuml Txtai Semantic Search
- Workflow:Groq Groq python Text To Speech
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
Principles
- Principle:Kornia Kornia Geometric Verification
- Principle:FMInference FlexLLMGen Tokenizer Loading
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Evaluation Orchestration
- Principle:OpenGVLab InternVL Gradient Compression
- Principle:AUTOMATIC1111 Stable diffusion webui Internationalization
- Principle:Lance format Lance Full Text Query Execution
- Principle:Promptfoo Promptfoo Interactive Project Setup
- Principle:Vllm project Vllm Streaming Response Handling
- Principle:BerriAI Litellm Message Redaction
- Principle:Pyro ppl Pyro No U Turn Sampling
Implementations
- Implementation:Vllm project Vllm CPU Attn Impl
- Implementation:Datajuicer Data juicer DocumentDeduplicator
- Implementation:Sktime Pytorch forecasting TslibDataModule
- Implementation:Kornia Kornia Depth Smoothness Loss
- Implementation:Helicone Helicone XAI Endpoint Pricing
- Implementation:Mage ai Mage ai Docs Site Configuration
- Implementation:Online ml River Tree Splitter Gaussian
- Implementation:AUTOMATIC1111 Stable diffusion webui Disable Initialization
- Implementation:Huggingface Datasets Dataset Select
- Implementation:Arize ai Phoenix Log Span Annotations
Heuristics
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Mistralai Client python Stream File Uploads
Environments
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Kserve Kserve Python Runtime
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Intel Ipex llm NPU Environment